First Generation Students
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Major | Gender | Career | Ethnicity | First Generation Students | Dependents | Medical Condition | Medical Care | Analysis
Function
To begin, let’s explore the function we created to run all of this statistical analysis:
mysubsetMDS <- function(x){
mysubset <- df %>%
select(starts_with(x))
meta <- metaMDS(mysubset)
MDS_df <- data.frame(MDS1=meta$points[,1],MDS2=meta$points[,2]) %>%
cbind(demo)
return(MDS_df)
}
In English, this function allows us to run the MDS according to
each subset of demographic and each subset of question type that we
want. Obviously, in this page, we are exploring First Generation Student
status.
Question Types
Science Identity
Let’s explore the science identity subset of questions first. Running
our function we created and plotting it, we are left with this image of
the plot:
This is great and all, but let’s run an adonis test to see if there
is a significant difference in how different First Generation Student
status goals responded to science identity questions:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$parents_grad_college 2 0.0237 0.011834 0.36914 0.00238 0.823
## Residuals 309 9.9063 0.032059 0.99762
## Total 311 9.9299 1.00000
##
## $call
## adonis(formula = si ~ demo$parents_grad_college)
##
## $coefficients
## si1 si2 si3 si4
## (Intercept) 3.2385121 3.56971472 2.8384134 3.00277620
## demo$parents_grad_college1 0.1943237 0.05715095 0.2063627 0.08677604
## demo$parents_grad_college2 -0.2385121 -0.06971472 -0.3384134 -0.25277620
## si5
## (Intercept) 3.08619613
## demo$parents_grad_college1 0.07798298
## demo$parents_grad_college2 -0.21119613
##
## $coef.sites
## 1 2 3 4
## (Intercept) 0.20383788 0.177587296 0.175001669 0.33055993
## demo$parents_grad_college1 -0.01224592 -0.006429533 0.009890639 0.01833774
## demo$parents_grad_college2 0.01640993 0.013821650 -0.011520477 -0.03315205
## 5 6 7 8
## (Intercept) 0.21437990 0.141624713 0.17713797 0.2134205
## demo$parents_grad_college1 -0.01258400 0.005861785 0.01486925 -0.0148227
## demo$parents_grad_college2 0.02385093 -0.012889504 -0.02712247 0.0248103
## 9 10 11 12
## (Intercept) 0.148094749 0.185507254 0.43079886 0.148994741
## demo$parents_grad_college1 0.000224485 -0.009033953 0.01300682 0.008059249
## demo$parents_grad_college2 0.000347818 0.012311949 -0.02167909 -0.019152777
## 13 14 15 16
## (Intercept) 0.16760197 0.16760197 0.191832733 0.171840703
## demo$parents_grad_college1 -0.00716498 -0.00716498 -0.007187607 -0.006948082
## demo$parents_grad_college2 0.01770942 0.01770942 0.013129326 0.013470681
## 17 18 19 20
## (Intercept) 0.181415272 0.19258250 0.19817949 0.19605833
## demo$parents_grad_college1 -0.009573062 0.01048375 -0.01288600 0.01075015
## demo$parents_grad_college2 0.020677769 -0.01583549 0.02553599 -0.01628092
## 21 22 23 24
## (Intercept) 0.175449325 0.149544981 0.168213265 0.181025676
## demo$parents_grad_college1 -0.001108009 0.004918928 -0.003978025 0.001525605
## demo$parents_grad_college2 0.001325696 -0.012728454 0.013181798 -0.007415173
## 25 26 27 28
## (Intercept) 0.165641841 0.24466701 0.16760197 0.220735914
## demo$parents_grad_college1 -0.002515113 -0.01840000 -0.00716498 0.008437044
## demo$parents_grad_college2 0.001492387 0.03166092 0.01770942 -0.011714915
## 29 30 31 32
## (Intercept) 0.147876049 0.24501338 0.22094204 0.16760197
## demo$parents_grad_college1 0.003840356 0.01242244 0.01486740 -0.00716498
## demo$parents_grad_college2 -0.004990018 -0.01849774 -0.02654178 0.01770942
## 33 34 35 36
## (Intercept) 0.38924070 0.19135526 0.141624713 0.18255222
## demo$parents_grad_college1 0.01180484 0.01546108 0.005861785 0.01274692
## demo$parents_grad_college2 -0.01464293 -0.03093109 -0.012889504 -0.02360814
## 37 38 39 40
## (Intercept) 0.165641841 0.171840703 0.159107314 0.148994741
## demo$parents_grad_college1 -0.002515113 -0.006948082 -0.002759737 0.008059249
## demo$parents_grad_college2 0.001492387 0.013470681 0.008355861 -0.019152777
## 41 42 43 44
## (Intercept) 0.20532181 0.20532181 0.142214695 0.148094749
## demo$parents_grad_college1 -0.01247539 -0.01247539 0.002063219 0.000224485
## demo$parents_grad_college2 0.01811007 0.01811007 -0.007141164 0.000347818
## 45 46 47 48
## (Intercept) 0.29053993 0.148994741 0.48759152 0.186888734
## demo$parents_grad_college1 0.01446608 0.008059249 0.01527070 -0.001465147
## demo$parents_grad_college2 -0.02056956 -0.019152777 -0.02350462 0.012960060
## 49 50 51 52
## (Intercept) 0.161818498 0.148968905 0.24466701 0.20540758
## demo$parents_grad_college1 0.009254657 0.008935913 -0.01840000 0.01430643
## demo$parents_grad_college2 -0.022110998 -0.018839585 0.03166092 -0.02286804
## 53 54 55 56
## (Intercept) 0.221209049 0.22845396 0.1615077797 0.18695973
## demo$parents_grad_college1 0.005218607 -0.01785397 0.0007647362 0.00911204
## demo$parents_grad_college2 -0.007141304 0.02931949 -0.0041015471 -0.02834633
## 57 58 59 60
## (Intercept) 0.155390469 0.151979229 0.16760197 0.37801494
## demo$parents_grad_college1 0.006751258 -0.002746956 -0.00716498 0.01169789
## demo$parents_grad_college2 -0.010509426 0.003220094 0.01770942 -0.01904216
## 61 62 63 64
## (Intercept) 0.148094749 0.157263385 0.147876049 0.18693304
## demo$parents_grad_college1 0.000224485 -0.004393772 0.003840356 0.01003808
## demo$parents_grad_college2 0.000347818 0.010199790 -0.004990018 -0.02798896
## 65 66 67 68
## (Intercept) 0.148968905 0.26672131 0.22845396 0.166811940
## demo$parents_grad_college1 0.008935913 0.01314915 -0.01785397 0.006780663
## demo$parents_grad_college2 -0.018839585 -0.01770567 0.02931949 -0.005801864
## 69 70 71 72
## (Intercept) 0.208787161 0.210793461 0.244031477 0.142214695
## demo$parents_grad_college1 0.008526555 0.006135226 0.005463534 0.002063219
## demo$parents_grad_college2 -0.024481321 -0.005420904 -0.009283951 -0.007141164
## 73 74 75 76
## (Intercept) 0.167144106 0.176109618 0.24466701 0.163237192
## demo$parents_grad_college1 0.003373791 0.007612725 -0.01840000 -0.002320242
## demo$parents_grad_college2 -0.001673357 -0.016911863 0.03166092 0.006294646
## 77 78 79 80
## (Intercept) 0.1615077797 0.21234511 0.16987406 0.175355345
## demo$parents_grad_college1 0.0007647362 -0.01502871 0.01172821 -0.002226456
## demo$parents_grad_college2 -0.0041015471 0.02588572 -0.02911781 0.004936777
## 81 82 83 84
## (Intercept) 0.175355345 0.157166196 0.16987406 0.186888734
## demo$parents_grad_college1 -0.002226456 0.007075279 0.01172821 -0.001465147
## demo$parents_grad_college2 0.004936777 -0.018972361 -0.02911781 0.012960060
## 85 86 87 88
## (Intercept) 0.190276380 0.141624713 0.182714541 0.48759152
## demo$parents_grad_college1 0.004922744 0.005861785 0.003688808 0.01527070
## demo$parents_grad_college2 -0.013322649 -0.012889504 -0.012436581 -0.02350462
## 89 90 91 92
## (Intercept) 0.21234511 0.28661385 0.1518708483 0.187613088
## demo$parents_grad_college1 -0.01502871 0.01613155 0.0007877378 -0.009358586
## demo$parents_grad_college2 0.02588572 -0.03053238 -0.0020403732 0.014182335
## 93 94 95 96
## (Intercept) 0.175768107 0.167248950 0.18938668 0.16184475
## demo$parents_grad_college1 -0.005339277 -0.005423721 -0.01042064 0.00835392
## demo$parents_grad_college2 0.009230582 0.006793173 0.01865874 -0.02244514
## 97 98 99 100
## (Intercept) 0.19644927 0.206867561 0.228007727 0.24849097
## demo$parents_grad_college1 -0.01185074 -0.008312195 0.005906969 -0.01183969
## demo$parents_grad_college2 0.02116866 0.020324687 -0.015375586 0.02133624
## 101 102 103 104
## (Intercept) 0.19982039 0.1730829598 0.1518708483 0.142214695
## demo$parents_grad_college1 0.01174876 -0.0003830636 0.0007877378 0.002063219
## demo$parents_grad_college2 -0.02689623 0.0028712291 -0.0020403732 -0.007141164
## 105 106 107 108
## (Intercept) 0.21510945 0.37801494 0.201150949 0.22729599
## demo$parents_grad_college1 -0.01583249 0.01169789 -0.004181393 0.01740317
## demo$parents_grad_college2 0.02907376 -0.01904216 0.016247559 -0.03355362
## 109 110 111 112
## (Intercept) 0.187663455 0.161818498 0.148968905 0.20025819
## demo$parents_grad_college1 -0.002538301 0.009254657 0.008935913 -0.01038871
## demo$parents_grad_college2 -0.003633506 -0.022110998 -0.018839585 0.02345730
## 113 114 115 116
## (Intercept) 0.157263385 0.181337947 0.48759152 0.32654262
## demo$parents_grad_college1 -0.004393772 0.005559076 0.01527070 0.01108225
## demo$parents_grad_college2 0.010199790 -0.013519503 -0.02350462 -0.01818314
## 117 118 119 120
## (Intercept) 0.21234511 0.2126924657 0.15659017 0.33810817
## demo$parents_grad_college1 -0.01502871 0.0009289124 0.01130831 0.02031625
## demo$parents_grad_college2 0.02588572 0.0042593769 -0.02550336 -0.04253852
## 121 122 123 124
## (Intercept) 0.148094749 0.157263385 0.24466701 0.29528615
## demo$parents_grad_college1 0.000224485 -0.004393772 -0.01840000 0.01650352
## demo$parents_grad_college2 0.000347818 0.010199790 0.03166092 -0.02613278
## 125 126 127 128
## (Intercept) 0.176211969 0.1660698541 0.30040455 0.48759152
## demo$parents_grad_college1 -0.002275781 0.0009129879 0.01098875 0.01527070
## demo$parents_grad_college2 0.008248568 -0.0036412734 -0.01654530 -0.02350462
## 129 130 131 132
## (Intercept) 0.24466701 0.181415272 0.30101318 0.19605833
## demo$parents_grad_college1 -0.01840000 -0.009573062 0.01141974 0.01075015
## demo$parents_grad_college2 0.03166092 0.020677769 -0.01633694 -0.01628092
## 133 134 135 136
## (Intercept) 0.23044662 0.18938668 0.148094749 0.173133075
## demo$parents_grad_college1 -0.01545973 -0.01042064 0.000224485 -0.004895517
## demo$parents_grad_college2 0.02732683 0.01865874 0.000347818 0.007159047
## 137 138 139 140
## (Intercept) 0.22100384 0.167169134 0.195684803 0.187613088
## demo$parents_grad_college1 -0.01564352 0.002541873 0.008034973 -0.009358586
## demo$parents_grad_college2 0.02290881 -0.001950401 -0.028120034 0.014182335
## 141 142 143 144
## (Intercept) 0.162887425 0.142214695 0.184621901 0.171840703
## demo$parents_grad_college1 -0.005654183 0.002063219 -0.006530744 -0.006948082
## demo$parents_grad_college2 0.011154697 -0.007141164 0.013929902 0.013470681
## 145 146 147 148
## (Intercept) 0.33471956 0.162220975 0.190276380 0.33598071
## demo$parents_grad_college1 0.01651993 0.005086042 0.004922744 0.01246472
## demo$parents_grad_college2 -0.02260580 -0.015693806 -0.013322649 -0.02294782
## 149 150 151 152
## (Intercept) 0.20705203 0.24054787 0.2488908 0.18526398
## demo$parents_grad_college1 -0.01351066 -0.00392896 0.0140724 -0.01062507
## demo$parents_grad_college2 0.02247740 0.01204415 -0.0173840 0.02278144
## 153 154 155 156
## (Intercept) 0.21104862 0.1668143791 0.18526398 0.48759152
## demo$parents_grad_college1 0.01115807 -0.0002184046 -0.01062507 0.01527070
## demo$parents_grad_college2 -0.01960594 0.0035503855 0.02278144 -0.02350462
## 157 158 159 160
## (Intercept) 0.24466701 0.24466701 0.19051254 0.22721783
## demo$parents_grad_college1 -0.01840000 -0.01840000 -0.01020774 0.01228974
## demo$parents_grad_college2 0.03166092 0.03166092 0.01753288 -0.03347546
## 161 162 163 164
## (Intercept) 0.148994741 0.18938668 0.19817949 0.170723497
## demo$parents_grad_college1 0.008059249 -0.01042064 -0.01288600 -0.004000953
## demo$parents_grad_college2 -0.019152777 0.01865874 0.02553599 0.006161282
## 165 166 167 168
## (Intercept) 0.147876049 0.176935735 0.183235891 0.149544981
## demo$parents_grad_college1 0.003840356 -0.007809838 0.006328921 0.004918928
## demo$parents_grad_college2 -0.004990018 0.014473211 -0.014902850 -0.012728454
## 169 170 171 172
## (Intercept) 0.26349202 0.148994741 0.17713797 0.141624713
## demo$parents_grad_college1 0.01036894 0.008059249 0.01486925 0.005861785
## demo$parents_grad_college2 -0.01926108 -0.019152777 -0.02712247 -0.012889504
## 173 174 175 176
## (Intercept) 0.22721783 0.18638984 0.20401780 0.17028392
## demo$parents_grad_college1 0.01228974 -0.01041217 -0.01141572 0.00732536
## demo$parents_grad_college2 -0.03347546 0.02165558 0.02551164 -0.02224308
## 177 178 179 180
## (Intercept) 0.159107314 0.19928323 0.187663455 0.32491003
## demo$parents_grad_college1 -0.002759737 0.01133999 -0.002538301 0.01571117
## demo$parents_grad_college2 0.008355861 -0.02695430 -0.003633506 -0.02750215
## 181 182 183 184
## (Intercept) 0.162220975 0.148094749 0.142214695 0.149544981
## demo$parents_grad_college1 0.005086042 0.000224485 0.002063219 0.004918928
## demo$parents_grad_college2 -0.015693806 0.000347818 -0.007141164 -0.012728454
## 185 186 187 188
## (Intercept) 0.176109618 0.18257891 0.157467701 0.170923534
## demo$parents_grad_college1 0.007612725 0.01182088 -0.001021785 0.003642340
## demo$parents_grad_college2 -0.016911863 -0.02396552 0.005307380 -0.002770601
## 189 190 191 192
## (Intercept) 0.167144106 0.148968905 0.48759152 0.189284131
## demo$parents_grad_college1 0.003373791 0.008935913 0.01527070 -0.003598442
## demo$parents_grad_college2 -0.001673357 -0.018839585 -0.02350462 0.009387375
## 193 194 195 196
## (Intercept) 0.21510945 0.19644927 0.228544888 0.25419621
## demo$parents_grad_college1 -0.01583249 -0.01185074 0.006315739 0.01449838
## demo$parents_grad_college2 0.02907376 0.02116866 -0.015317509 -0.02385416
## 197 198 199 200
## (Intercept) 0.164320127 0.16883616 0.157263385 0.18938668
## demo$parents_grad_college1 -0.002820762 0.01137687 -0.004393772 -0.01042064
## demo$parents_grad_college2 0.000898606 -0.02050797 0.010199790 0.01865874
## 201 202 203 204
## (Intercept) 0.184302536 0.148968905 0.148094749 0.148994741
## demo$parents_grad_college1 0.003095759 0.008935913 0.000224485 0.008059249
## demo$parents_grad_college2 -0.005560412 -0.018839585 0.000347818 -0.019152777
## 205 206 207 208
## (Intercept) 0.167144106 0.24466701 0.20511786 0.162887425
## demo$parents_grad_college1 0.003373791 -0.01840000 -0.01120631 -0.005654183
## demo$parents_grad_college2 -0.001673357 0.03166092 0.02441157 0.011154697
## 209 210 211 212
## (Intercept) 0.1914341676 0.17028392 0.168213265 0.188613402
## demo$parents_grad_college1 0.0002135371 0.00732536 -0.003978025 -0.005011673
## demo$parents_grad_college2 0.0025957811 -0.02224308 0.013181798 0.016348658
## 213 214 215 216
## (Intercept) 0.38399561 0.48759152 0.208168359 0.179358443
## demo$parents_grad_college1 0.01450510 0.01527070 0.006874559 -0.004890558
## demo$parents_grad_college2 -0.02502283 -0.02350462 -0.006397491 0.003936592
## 217 218 219 220
## (Intercept) 0.34101500 0.48759152 0.173645170 0.16760197
## demo$parents_grad_college1 0.01258806 0.01527070 -0.005351283 -0.00716498
## demo$parents_grad_college2 -0.02890124 -0.02350462 0.011666215 0.01770942
## 221 222 223 224
## (Intercept) 0.151979229 0.24466701 0.19644927 0.191153222
## demo$parents_grad_college1 -0.002746956 -0.01840000 -0.01185074 -0.008859469
## demo$parents_grad_college2 0.003220094 0.03166092 0.02116866 0.016892200
## 225 226 227 228
## (Intercept) 0.48759152 0.1964681048 0.33055993 0.1593527117
## demo$parents_grad_college1 0.01527070 0.0003694777 0.01833774 0.0006511997
## demo$parents_grad_college2 -0.02350462 0.0019923716 -0.03315205 0.0034223693
## 229 230 231 232
## (Intercept) 0.16760197 0.1518708483 0.37225391 0.185507254
## demo$parents_grad_college1 -0.00716498 0.0007877378 0.01797953 -0.009033953
## demo$parents_grad_college2 0.01770942 -0.0020403732 -0.02994781 0.012311949
## 233 234 235 236
## (Intercept) 0.23559774 0.173963640 0.18666016 0.1518708483
## demo$parents_grad_college1 0.01124628 -0.006936076 -0.00881746 0.0007877378
## demo$parents_grad_college2 -0.01754659 0.011035049 0.01115904 -0.0020403732
## 237 238 239 240
## (Intercept) 0.191832733 0.141624713 0.25928610 0.29589478
## demo$parents_grad_college1 -0.007187607 0.005861785 0.01682715 0.01693451
## demo$parents_grad_college2 0.013129326 -0.012889504 -0.02894405 -0.02592442
## 241 242 243 244
## (Intercept) 0.1518708483 0.25419621 0.37307635 0.20422175
## demo$parents_grad_college1 0.0007877378 0.01449838 0.01727391 -0.01268480
## demo$parents_grad_college2 -0.0020403732 -0.02385416 -0.03077024 0.01921013
## 245 246 247 248
## (Intercept) 0.1967518145 0.183235891 0.29589478 0.22571442
## demo$parents_grad_college1 -0.0005127406 0.006328921 0.01693451 0.01195844
## demo$parents_grad_college2 -0.0026214324 -0.014902850 -0.02592442 -0.03131416
## 249 250 251 252
## (Intercept) 0.181875115 0.180006845 0.22005085 0.157263385
## demo$parents_grad_college1 -0.005101275 -0.005122379 0.01204805 -0.004393772
## demo$parents_grad_college2 0.012900424 0.004991845 -0.02620178 0.010199790
## 253 254 255 256
## (Intercept) 0.182970389 0.19817949 0.141624713 0.157467701
## demo$parents_grad_college1 0.007802434 -0.01288600 0.005861785 -0.001021785
## demo$parents_grad_college2 -0.018733109 0.02553599 -0.012889504 0.005307380
## 257 258 259 260
## (Intercept) 0.30580644 0.199407914 1.696139e-01 0.48759152
## demo$parents_grad_college1 0.01150604 0.007209893 -4.020054e-04 0.01527070
## demo$parents_grad_college2 -0.02194719 -0.019938382 -8.203608e-05 -0.02350462
## 261 262 263 264
## (Intercept) 0.142214695 0.25477862 0.25477862 0.187388476
## demo$parents_grad_college1 0.002063219 0.01492263 0.01492263 -0.008072948
## demo$parents_grad_college2 -0.007141164 -0.02370558 -0.02370558 0.020656946
## 265 266 267 268
## (Intercept) 0.179759608 0.23044662 0.166811940 0.159107314
## demo$parents_grad_college1 -0.003820207 -0.01545973 0.006780663 -0.002759737
## demo$parents_grad_college2 0.011649338 0.02732683 -0.005801864 0.008355861
## 269 270 271 272
## (Intercept) 0.161818498 0.157263385 0.148094749 0.28661385
## demo$parents_grad_college1 0.009254657 -0.004393772 0.000224485 0.01613155
## demo$parents_grad_college2 -0.022110998 0.010199790 0.000347818 -0.03053238
## 273 274 275 276
## (Intercept) 0.163237192 0.20705203 0.18693304 0.25205814
## demo$parents_grad_college1 -0.002320242 -0.01351066 0.01003808 0.01639624
## demo$parents_grad_college2 0.006294646 0.02247740 -0.02798896 -0.03560498
## 277 278 279 280
## (Intercept) 0.181415272 0.201150949 0.24092508 0.153864240
## demo$parents_grad_college1 -0.009573062 -0.004181393 0.01342324 -0.001073972
## demo$parents_grad_college2 0.020677769 0.016247559 -0.02756733 0.001335084
## 281 282 283 284
## (Intercept) 0.16880991 0.175782829 0.26413404 0.16760197
## demo$parents_grad_college1 0.01227761 -0.008026331 0.01162907 -0.00716498
## demo$parents_grad_college2 -0.02017384 0.015626116 -0.01990310 0.01770942
## 285 286 287 288
## (Intercept) 0.184621901 0.20284357 0.181255932 0.162887425
## demo$parents_grad_college1 -0.006530744 0.00890512 0.008462979 -0.005654183
## demo$parents_grad_college2 0.013929902 -0.01467871 -0.010421799 0.011154697
## 289 290 291 292
## (Intercept) 0.16184475 0.159107314 0.22365822 0.149544981
## demo$parents_grad_college1 0.00835392 -0.002759737 -0.01191047 0.004918928
## demo$parents_grad_college2 -0.02244514 0.008355861 0.02025443 -0.012728454
## 293 294 295 296
## (Intercept) 0.20422175 0.1668143791 0.173963640 0.22094204
## demo$parents_grad_college1 -0.01268480 -0.0002184046 -0.006936076 0.01486740
## demo$parents_grad_college2 0.01921013 0.0035503855 0.011035049 -0.02654178
## 297 298 299 300
## (Intercept) 0.147876049 0.14957041 0.159107314 0.24466701
## demo$parents_grad_college1 0.003840356 0.00406518 -0.002759737 -0.01840000
## demo$parents_grad_college2 -0.004990018 -0.01302270 0.008355861 0.03166092
## 301 302 303 304
## (Intercept) 0.19817949 0.215949461 0.18526398 0.346379060
## demo$parents_grad_college1 -0.01288600 0.005119212 -0.01062507 0.007751247
## demo$parents_grad_college2 0.02553599 -0.018833224 0.02278144 -0.011071343
## 305 306 307 308
## (Intercept) 0.221629647 0.16760197 0.172895899 0.160788202
## demo$parents_grad_college1 -0.001065101 -0.00716498 0.005398821 0.008983549
## demo$parents_grad_college2 0.002374423 0.01770942 -0.004742967 -0.013992216
## 309 310 311 312
## (Intercept) 0.26283091 0.197647999 0.30354311 0.48759152
## demo$parents_grad_college1 0.01144674 0.003968053 0.01357501 0.01527070
## demo$parents_grad_college2 -0.02160729 -0.003265601 -0.03438973 -0.02350462
##
## $f.perms
## [,1]
## [1,] 0.89338007
## [2,] 0.45888894
## [3,] 0.54372190
## [4,] 0.88351787
## [5,] 0.71544142
## [6,] 0.90112174
## [7,] 2.00914444
## [8,] 0.56407077
## [9,] 0.42861342
## [10,] 0.51393958
## [11,] 1.05019215
## [12,] 0.35487611
## [13,] 0.98933803
## [14,] 0.36082862
## [15,] 0.45983651
## [16,] 0.59792251
## [17,] 0.23099659
## [18,] 1.42141021
## [19,] 0.99553040
## [20,] 1.05113937
## [21,] 0.83443881
## [22,] 0.52461142
## [23,] 0.49526859
## [24,] 0.75546937
## [25,] 0.51256379
## [26,] 0.26759172
## [27,] 0.56575485
## [28,] 2.51008795
## [29,] 0.40118444
## [30,] 2.06956628
## [31,] 0.81188368
## [32,] 0.50471370
## [33,] 1.48958740
## [34,] 2.51571721
## [35,] 0.43049179
## [36,] 0.73689583
## [37,] 1.18526241
## [38,] 0.95658612
## [39,] 1.24723292
## [40,] 0.30908888
## [41,] 0.28361155
## [42,] 0.26761590
## [43,] 1.98572240
## [44,] 1.10785470
## [45,] 1.19314113
## [46,] 0.98699418
## [47,] 1.76240536
## [48,] 0.43699971
## [49,] 0.97864039
## [50,] 2.01139580
## [51,] 0.24116446
## [52,] 2.16800158
## [53,] 0.18229384
## [54,] 0.88853734
## [55,] 0.57137256
## [56,] 0.97251581
## [57,] 0.55199780
## [58,] 2.42768022
## [59,] 0.44473567
## [60,] 1.54508472
## [61,] 0.37115874
## [62,] 0.71826193
## [63,] 1.50559336
## [64,] 0.80592611
## [65,] 2.34348847
## [66,] 0.40041418
## [67,] 0.09140866
## [68,] 2.25037731
## [69,] 1.15391937
## [70,] 0.68068794
## [71,] 0.23380430
## [72,] 0.36624394
## [73,] 1.04348796
## [74,] 0.33630715
## [75,] 0.93456148
## [76,] 0.73466444
## [77,] 1.05824430
## [78,] 1.57202213
## [79,] 0.85004610
## [80,] 1.63846127
## [81,] 0.57448283
## [82,] 0.59426830
## [83,] 1.84223638
## [84,] 0.35354384
## [85,] 1.15047816
## [86,] 0.73981077
## [87,] 0.60227290
## [88,] 0.91151553
## [89,] 0.43015174
## [90,] 0.22264278
## [91,] 0.41237519
## [92,] 0.56896762
## [93,] 0.45889167
## [94,] 1.39177812
## [95,] 0.91271557
## [96,] 3.25736728
## [97,] 0.52571189
## [98,] 0.81880914
## [99,] 1.55849534
## [100,] 1.60892471
## [101,] 1.64751876
## [102,] 0.91694009
## [103,] 0.81071096
## [104,] 0.19557551
## [105,] 0.20976794
## [106,] 0.54054167
## [107,] 0.34128382
## [108,] 0.73169580
## [109,] 0.66982118
## [110,] 2.80490334
## [111,] 0.34543048
## [112,] 0.18224995
## [113,] 4.51038120
## [114,] 0.55587166
## [115,] 0.86624425
## [116,] 1.47007304
## [117,] 1.65089317
## [118,] 0.28729549
## [119,] 2.01035036
## [120,] 1.25313191
## [121,] 2.09536674
## [122,] 0.77111511
## [123,] 0.95205587
## [124,] 0.26295107
## [125,] 0.51347342
## [126,] 1.70261523
## [127,] 0.42099026
## [128,] 4.54281359
## [129,] 1.91528324
## [130,] 0.62888264
## [131,] 0.35779607
## [132,] 1.65462844
## [133,] 0.86740866
## [134,] 1.47043432
## [135,] 0.77620912
## [136,] 1.96906164
## [137,] 3.10625691
## [138,] 0.78677124
## [139,] 2.11046686
## [140,] 0.47308037
## [141,] 1.23127783
## [142,] 0.19025508
## [143,] 0.46094408
## [144,] 2.80345618
## [145,] 0.85872291
## [146,] 0.68667976
## [147,] 0.13987033
## [148,] 0.70925438
## [149,] 1.47146422
## [150,] 1.33406362
## [151,] 1.14279394
## [152,] 0.42870853
## [153,] 0.04709768
## [154,] 0.23676250
## [155,] 0.40556082
## [156,] 0.68841951
## [157,] 1.32181950
## [158,] 1.96478213
## [159,] 0.17101022
## [160,] 1.23812919
## [161,] 2.76199306
## [162,] 0.71794931
## [163,] 0.66916714
## [164,] 0.31070752
## [165,] 0.36805364
## [166,] 0.17050150
## [167,] 0.11316316
## [168,] 0.73380885
## [169,] 3.76366286
## [170,] 0.23946702
## [171,] 0.32061892
## [172,] 1.00614209
## [173,] 2.26528044
## [174,] 0.55156747
## [175,] 0.38109354
## [176,] 0.66931603
## [177,] 0.78037159
## [178,] 0.62211404
## [179,] 0.56535321
## [180,] 0.28380188
## [181,] 0.26512814
## [182,] 1.94756002
## [183,] 1.41684951
## [184,] 0.59921139
## [185,] 1.54666408
## [186,] 0.43900977
## [187,] 1.26421960
## [188,] 2.18383236
## [189,] 0.30236195
## [190,] 0.46458035
## [191,] 1.06772811
## [192,] 0.71860059
## [193,] 0.28391948
## [194,] 0.63665825
## [195,] 0.06895174
## [196,] 0.73964175
## [197,] 1.36011703
## [198,] 0.53717104
## [199,] 0.86939232
## [200,] 0.69658316
## [201,] 0.45463011
## [202,] 0.20374732
## [203,] 1.58741852
## [204,] 1.21967127
## [205,] 0.58085565
## [206,] 0.65033957
## [207,] 0.16447831
## [208,] 1.49206769
## [209,] 0.60607753
## [210,] 1.03174765
## [211,] 1.34240478
## [212,] 0.57982169
## [213,] 1.24858231
## [214,] 0.86300787
## [215,] 1.27833122
## [216,] 0.98949011
## [217,] 0.97339744
## [218,] 0.56917666
## [219,] 0.99181664
## [220,] 0.42289976
## [221,] 0.34259390
## [222,] 0.20461577
## [223,] 1.17198131
## [224,] 1.92676689
## [225,] 0.65589851
## [226,] 2.24482206
## [227,] 0.39961991
## [228,] 0.44619485
## [229,] 0.87686524
## [230,] 0.69526629
## [231,] 2.64250139
## [232,] 0.77099148
## [233,] 1.50132985
## [234,] -0.01948460
## [235,] 0.90135116
## [236,] 1.09979564
## [237,] 1.39394308
## [238,] 0.55440681
## [239,] 0.37292939
## [240,] 1.00529921
## [241,] 0.63168696
## [242,] 1.34160023
## [243,] 0.83970831
## [244,] 2.24293345
## [245,] 0.92926288
## [246,] 0.27836743
## [247,] 0.62011760
## [248,] 2.11907477
## [249,] 2.14941343
## [250,] 0.36010880
## [251,] 2.76413296
## [252,] 0.53347328
## [253,] 1.26475088
## [254,] 0.91580870
## [255,] 0.30465912
## [256,] 0.17918817
## [257,] 0.67107701
## [258,] 0.87782843
## [259,] 2.32210189
## [260,] 1.43900128
## [261,] 0.43631604
## [262,] 0.51368106
## [263,] 1.25760173
## [264,] 0.90601571
## [265,] 1.13519699
## [266,] 0.71913211
## [267,] 2.73105403
## [268,] 2.29074034
## [269,] 2.21337023
## [270,] 1.11323330
## [271,] 0.69511321
## [272,] 0.33455539
## [273,] 3.20584665
## [274,] 0.29551787
## [275,] 1.15974890
## [276,] 1.11741206
## [277,] 1.97109579
## [278,] 0.91193702
## [279,] 0.61391860
## [280,] 0.69136070
## [281,] 0.10466932
## [282,] 0.74524721
## [283,] 0.50710027
## [284,] 0.55951486
## [285,] 0.50326042
## [286,] 1.65634647
## [287,] 0.25812055
## [288,] 0.29297942
## [289,] 2.14555683
## [290,] 0.68613958
## [291,] 0.65906576
## [292,] 0.77090153
## [293,] 0.38272845
## [294,] 0.56784464
## [295,] 0.75421917
## [296,] 1.03691304
## [297,] 2.85147342
## [298,] 1.79462505
## [299,] 1.33356386
## [300,] 1.41790093
## [301,] 0.45128666
## [302,] 0.66329491
## [303,] 0.76881910
## [304,] 0.61494760
## [305,] 0.65677399
## [306,] 0.36899122
## [307,] 2.15795591
## [308,] 0.49989755
## [309,] 1.57264828
## [310,] 0.82276192
## [311,] 0.89870125
## [312,] 0.68463490
## [313,] 0.60867964
## [314,] 1.32052347
## [315,] 2.64786486
## [316,] 0.77693259
## [317,] 0.14787833
## [318,] 1.74517297
## [319,] 0.51698209
## [320,] 0.40901779
## [321,] 0.37755257
## [322,] 0.34018431
## [323,] 0.48707917
## [324,] 0.27338402
## [325,] 1.46966901
## [326,] 0.48035854
## [327,] 0.53833826
## [328,] 0.76735036
## [329,] 0.97454873
## [330,] 1.22100876
## [331,] 0.35895063
## [332,] 0.01373165
## [333,] 1.48869375
## [334,] 0.47603000
## [335,] 0.85073827
## [336,] 1.78366448
## [337,] 0.98138323
## [338,] 1.06303632
## [339,] 1.00888580
## [340,] 0.52712616
## [341,] 0.40981179
## [342,] 0.50078125
## [343,] 2.18573249
## [344,] 0.57524922
## [345,] 0.97117196
## [346,] 0.56463788
## [347,] 0.51922594
## [348,] 0.65192812
## [349,] 0.43672735
## [350,] 0.72952397
## [351,] 0.42521234
## [352,] 0.33177869
## [353,] 0.15641904
## [354,] 0.43992983
## [355,] 0.85379143
## [356,] 0.97993835
## [357,] 0.80568162
## [358,] 1.42957485
## [359,] 1.10031267
## [360,] 0.82645144
## [361,] 0.58534428
## [362,] 1.25750999
## [363,] 0.37268685
## [364,] 0.60111150
## [365,] 0.30092908
## [366,] 0.92486587
## [367,] 0.85791977
## [368,] 1.08233814
## [369,] 0.84085611
## [370,] 0.36242275
## [371,] 0.10254017
## [372,] 3.75354409
## [373,] 1.00864087
## [374,] 1.43213319
## [375,] 0.95886450
## [376,] 0.99928835
## [377,] 0.19000167
## [378,] 2.91495875
## [379,] 0.55591806
## [380,] 0.46341061
## [381,] 3.67125541
## [382,] 0.40469146
## [383,] 0.29910704
## [384,] 0.26158414
## [385,] 2.70658878
## [386,] 0.96615191
## [387,] 0.33278718
## [388,] 0.54078808
## [389,] 0.44949240
## [390,] 0.60791168
## [391,] 0.70752867
## [392,] 0.86255778
## [393,] 1.21858748
## [394,] 1.95671541
## [395,] 1.33791867
## [396,] 0.25018804
## [397,] 1.35229956
## [398,] 0.40696053
## [399,] 0.81179696
## [400,] 1.47683545
## [401,] 0.16540157
## [402,] 2.78427653
## [403,] 0.61049269
## [404,] 1.33891747
## [405,] 2.39621251
## [406,] 1.35456729
## [407,] 0.34616517
## [408,] 0.52579480
## [409,] 0.73185734
## [410,] 0.37979380
## [411,] 0.98791866
## [412,] 0.18646187
## [413,] 1.65184412
## [414,] 0.43942188
## [415,] 1.55570356
## [416,] 0.51943021
## [417,] 0.93125213
## [418,] 1.97191793
## [419,] 0.75690536
## [420,] 1.20118008
## [421,] 1.35870313
## [422,] 0.69978920
## [423,] 0.28513275
## [424,] 1.54519340
## [425,] 1.46108468
## [426,] 1.67397071
## [427,] 1.33378552
## [428,] 0.50696842
## [429,] 0.56179327
## [430,] 1.28809106
## [431,] 0.52793741
## [432,] 0.85580585
## [433,] 1.08273188
## [434,] 0.74082387
## [435,] 1.10160811
## [436,] 0.65315286
## [437,] 0.80755640
## [438,] 0.28392535
## [439,] 1.04638794
## [440,] 0.57225719
## [441,] 0.32580610
## [442,] 0.54760974
## [443,] 1.73625447
## [444,] 0.63568552
## [445,] 0.82067674
## [446,] 0.39571675
## [447,] 0.47557843
## [448,] 1.61482128
## [449,] 1.46183678
## [450,] 0.61632733
## [451,] 0.16864124
## [452,] 2.00984109
## [453,] 1.14155044
## [454,] 0.50375987
## [455,] 0.17164068
## [456,] 0.51003528
## [457,] 1.16877831
## [458,] 1.57790064
## [459,] 0.61093168
## [460,] 0.85459756
## [461,] 0.42745629
## [462,] 0.05546498
## [463,] 1.33148013
## [464,] 0.41705299
## [465,] 0.58618937
## [466,] 0.94538917
## [467,] 0.89472912
## [468,] 1.05383123
## [469,] 1.19947359
## [470,] 0.66434884
## [471,] 2.71134503
## [472,] 0.82954249
## [473,] 0.12376810
## [474,] 0.27502350
## [475,] 1.39239842
## [476,] 0.60487185
## [477,] 0.57804596
## [478,] 0.54194212
## [479,] 0.32017736
## [480,] 0.83206949
## [481,] 1.07731695
## [482,] 3.61249621
## [483,] 1.06247140
## [484,] 2.72110191
## [485,] 2.95385889
## [486,] 1.66907634
## [487,] 0.92388396
## [488,] 0.80957070
## [489,] 0.59328016
## [490,] 0.44593084
## [491,] 0.55732877
## [492,] 1.97531556
## [493,] 0.77373469
## [494,] 0.57555934
## [495,] 0.54174623
## [496,] 0.27815330
## [497,] 0.23325885
## [498,] 1.64299971
## [499,] 0.50903030
## [500,] 0.83818722
## [501,] 1.31204792
## [502,] 0.57333522
## [503,] 0.41041820
## [504,] 2.69284051
## [505,] 1.27617182
## [506,] 0.43192090
## [507,] 0.46730665
## [508,] 0.70023578
## [509,] 1.94025005
## [510,] 0.38130330
## [511,] 2.20014676
## [512,] 2.10992623
## [513,] 0.87491458
## [514,] 2.02503797
## [515,] 1.08495744
## [516,] 0.65343020
## [517,] 0.83416086
## [518,] 1.28050977
## [519,] 0.67266745
## [520,] 0.79708542
## [521,] 0.62753463
## [522,] 1.11913326
## [523,] 0.43556708
## [524,] 1.49279577
## [525,] 0.20102716
## [526,] 0.73815020
## [527,] 0.81600237
## [528,] 1.43335000
## [529,] 2.40722158
## [530,] 1.73193402
## [531,] 1.96584109
## [532,] 0.53196929
## [533,] 0.90341478
## [534,] 0.48968782
## [535,] 0.48060073
## [536,] 0.66651921
## [537,] 0.50842325
## [538,] 0.07874594
## [539,] 0.67351291
## [540,] 0.53847468
## [541,] 1.10655951
## [542,] 1.02164911
## [543,] 0.92732701
## [544,] 1.18277868
## [545,] 1.71616033
## [546,] 1.18083968
## [547,] 1.78411473
## [548,] 0.57459862
## [549,] 2.02947855
## [550,] 0.70356540
## [551,] 1.04563015
## [552,] 0.49172761
## [553,] 1.68578459
## [554,] 0.12576356
## [555,] 1.67640614
## [556,] 0.56979124
## [557,] 0.09105859
## [558,] 1.50166897
## [559,] 2.32042171
## [560,] 0.40736963
## [561,] 0.22434681
## [562,] 0.44680747
## [563,] 1.03884627
## [564,] 1.91787359
## [565,] 0.68294783
## [566,] 1.45501465
## [567,] 0.51787191
## [568,] 0.10123534
## [569,] 1.20008189
## [570,] 0.33400228
## [571,] 0.52396097
## [572,] 0.82167702
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##
## $model.matrix
## (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
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##
## $terms
## si ~ demo$parents_grad_college
## attr(,"variables")
## list(si, demo$parents_grad_college)
## attr(,"factors")
## demo$parents_grad_college
## si 0
## demo$parents_grad_college 1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to First Generation Student status.
Career Motivation
Next, let’s look into Carer Motivation:
And an Adonis
test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$parents_grad_college 2 0.0431 0.021529 0.42131 0.00272 0.724
## Residuals 309 15.7898 0.051100 0.99728
## Total 311 15.8329 1.00000
##
## $call
## adonis(formula = cm ~ demo$parents_grad_college)
##
## $coefficients
## cm1 cm2 cm3 cm4
## (Intercept) 3.85784422 4.1178627 4.1383274 4.1109353
## demo$parents_grad_college1 -0.03694870 -0.1477134 -0.1980288 -0.1109353
## demo$parents_grad_college2 0.01715578 0.2571373 0.3616726 0.2640647
## cm5
## (Intercept) 3.8779363
## demo$parents_grad_college1 0.1071384
## demo$parents_grad_college2 -0.1279363
##
## $coef.sites
## 1 2 3 4
## (Intercept) 0.13305154 0.16670479 0.56046807 0.13636939
## demo$parents_grad_college1 0.01980059 0.01970770 -0.02556042 0.02604182
## demo$parents_grad_college2 -0.03740170 -0.03902048 0.04650685 -0.04866974
## 5 6 7 8
## (Intercept) 0.13305154 0.12958594 0.13164889 0.13305154
## demo$parents_grad_college1 0.01980059 0.02617035 0.02807271 0.01980059
## demo$parents_grad_college2 -0.03740170 -0.04862826 -0.04987009 -0.03740170
## 9 10 11 12
## (Intercept) 0.12755610 0.56046807 0.16029768 0.13305154
## demo$parents_grad_college1 0.02474644 -0.02556042 0.03169397 0.01980059
## demo$parents_grad_college2 -0.04693427 0.04650685 -0.05737377 -0.03740170
## 13 14 15 16
## (Intercept) 0.13305154 0.13679194 0.13305154 0.13679194
## demo$parents_grad_college1 0.01980059 0.03132599 0.01980059 0.03132599
## demo$parents_grad_college2 -0.03740170 -0.05461031 -0.03740170 -0.05461031
## 17 18 19 20
## (Intercept) 0.13305154 0.13003943 0.13305154 0.13679194
## demo$parents_grad_college1 0.01980059 0.03124523 0.01980059 0.03132599
## demo$parents_grad_college2 -0.03740170 -0.05435820 -0.03740170 -0.05461031
## 21 22 23 24
## (Intercept) 0.12755610 0.13305154 0.395749281 0.13310593
## demo$parents_grad_college1 0.02474644 0.01980059 0.005209672 0.03297011
## demo$parents_grad_college2 -0.04693427 -0.03740170 -0.005854635 -0.05733809
## 25 26 27 28
## (Intercept) 0.13305154 0.56046807 0.12755610 0.13679194
## demo$parents_grad_college1 0.01980059 -0.02556042 0.02474644 0.03132599
## demo$parents_grad_college2 -0.03740170 0.04650685 -0.04693427 -0.05461031
## 29 30 31 32
## (Intercept) 0.13305154 0.29902145 0.51399396 0.51364171
## demo$parents_grad_college1 0.01980059 0.01628901 -0.01698008 -0.01792568
## demo$parents_grad_college2 -0.03740170 -0.02769443 0.03249560 0.03284785
## 33 34 35 36
## (Intercept) 0.56046807 0.13305154 0.14567300 0.14072020
## demo$parents_grad_college1 -0.02556042 0.01980059 0.03588262 0.02437131
## demo$parents_grad_college2 0.04650685 -0.03740170 -0.06341534 -0.04251629
## 37 38 39 40
## (Intercept) 0.15856659 0.56046807 0.391850344 0.13305154
## demo$parents_grad_college1 0.03511921 -0.02556042 0.003415918 0.01980059
## demo$parents_grad_college2 -0.06222163 0.04650685 -0.001955698 -0.03740170
## 41 42 43 44
## (Intercept) 0.56046807 0.13305154 0.13305154 0.29679730
## demo$parents_grad_college1 -0.02556042 0.01980059 0.01980059 0.01637824
## demo$parents_grad_college2 0.04650685 -0.03740170 -0.03740170 -0.02547028
## 45 46 47 48
## (Intercept) 0.12804135 0.21792723 0.21444408 0.56046807
## demo$parents_grad_college1 0.02968421 0.02606784 0.01560316 -0.02556042
## demo$parents_grad_college2 -0.05251845 -0.04553560 -0.03248817 0.04650685
## 49 50 51 52
## (Intercept) 0.13588479 0.397577758 0.56046807 0.22192007
## demo$parents_grad_college1 0.02596081 -0.000142852 -0.02556042 0.02925903
## demo$parents_grad_college2 -0.04428881 0.002316888 0.04650685 -0.04978045
## 53 54 55 56
## (Intercept) 0.16329474 0.56046807 0.13003943 0.14567300
## demo$parents_grad_college1 0.03537567 -0.02556042 0.03124523 0.03588262
## demo$parents_grad_college2 -0.06040698 0.04650685 -0.05435820 -0.06341534
## 57 58 59 60
## (Intercept) 0.15037939 0.13305154 0.13305154 0.442371286
## demo$parents_grad_college1 0.02904086 0.01980059 0.01980059 -0.004385048
## demo$parents_grad_college2 -0.04862049 -0.03740170 -0.03740170 0.006441710
## 61 62 63 64
## (Intercept) 0.13305154 0.15317714 0.13322810 0.16989502
## demo$parents_grad_college1 0.01980059 0.02910655 0.02447973 0.02709087
## demo$parents_grad_college2 -0.03740170 -0.05081714 -0.04589375 -0.04614080
## 65 66 67 68
## (Intercept) 0.14444296 0.14864732 0.13305154 0.13322810
## demo$parents_grad_college1 0.03012484 0.02619069 0.01980059 0.02447973
## demo$parents_grad_college2 -0.05233661 -0.04670074 -0.03740170 -0.04589375
## 69 70 71 72
## (Intercept) 0.14974548 0.12755610 0.13305154 0.24384524
## demo$parents_grad_college1 0.02628983 0.02474644 0.01980059 0.02207021
## demo$parents_grad_college2 -0.04779890 -0.04693427 -0.03740170 -0.03768721
## 73 74 75 76
## (Intercept) 0.13679194 0.13305154 0.13305154 0.12804135
## demo$parents_grad_college1 0.03132599 0.01980059 0.01980059 0.02968421
## demo$parents_grad_college2 -0.05461031 -0.03740170 -0.03740170 -0.05251845
## 77 78 79 80
## (Intercept) 0.13305154 0.56046807 0.13679194 0.13305154
## demo$parents_grad_college1 0.01980059 -0.02556042 0.03132599 0.01980059
## demo$parents_grad_college2 -0.03740170 0.04650685 -0.05461031 -0.03740170
## 81 82 83 84
## (Intercept) 0.13305154 0.18195473 0.29948848 0.13115858
## demo$parents_grad_college1 0.01980059 0.03167352 0.01329493 0.02307400
## demo$parents_grad_college2 -0.03740170 -0.05693956 -0.01954078 -0.04424852
## 85 86 87 88
## (Intercept) 0.13679194 0.12755610 0.14349188 0.27077877
## demo$parents_grad_college1 0.03132599 0.02474644 0.03413786 0.01805106
## demo$parents_grad_college2 -0.05461031 -0.04693427 -0.06131025 -0.02883181
## 89 90 91 92
## (Intercept) 0.13305154 0.15209526 0.13305154 0.12755610
## demo$parents_grad_college1 0.01980059 0.02782213 0.01980059 0.02474644
## demo$parents_grad_college2 -0.03740170 -0.04953685 -0.03740170 -0.04693427
## 93 94 95 96
## (Intercept) 0.429861162 0.13305154 0.12755610 0.14072020
## demo$parents_grad_college1 -0.003614692 0.01980059 0.02474644 0.02437131
## demo$parents_grad_college2 0.008535167 -0.03740170 -0.04693427 -0.04251629
## 97 98 99 100
## (Intercept) 0.13523228 0.56046807 0.18776886 0.13305154
## demo$parents_grad_college1 0.02109759 -0.02556042 0.02454385 0.01980059
## demo$parents_grad_college2 -0.03887464 0.04650685 -0.04173467 -0.03740170
## 101 102 103 104
## (Intercept) 0.13305154 0.13305154 0.15026317 0.13367878
## demo$parents_grad_college1 0.01980059 0.01980059 0.02208653 0.02961813
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.04297781 -0.05166094
## 105 106 107 108
## (Intercept) 0.13305154 0.391604507 0.13305154 0.13322810
## demo$parents_grad_college1 0.01980059 0.003661755 0.01980059 0.02447973
## demo$parents_grad_college2 -0.03740170 -0.001709861 -0.03740170 -0.04589375
## 109 110 111 112
## (Intercept) 0.56046807 0.13475397 0.13305154 0.56046807
## demo$parents_grad_college1 -0.02556042 0.02971759 0.01980059 -0.02556042
## demo$parents_grad_college2 0.04650685 -0.05273614 -0.03740170 0.04650685
## 113 114 115 116
## (Intercept) 0.13305154 0.13305154 0.14349188 0.13305154
## demo$parents_grad_college1 0.01980059 0.01980059 0.03413786 0.01980059
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.06131025 -0.03740170
## 117 118 119 120
## (Intercept) 0.13305154 0.17671250 0.56046807 0.12755610
## demo$parents_grad_college1 0.01980059 0.01901561 -0.02556042 0.02474644
## demo$parents_grad_college2 -0.03740170 -0.03125429 0.04650685 -0.04693427
## 121 122 123 124
## (Intercept) 0.13305154 0.13305154 0.13305154 0.17984320
## demo$parents_grad_college1 0.01980059 0.01980059 0.01980059 0.03170411
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 -0.05505084
## 125 126 127 128
## (Intercept) 0.13305154 0.13305154 0.20362666 0.13679194
## demo$parents_grad_college1 0.01980059 0.01980059 0.02825128 0.03132599
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.04819167 -0.05461031
## 129 130 131 132
## (Intercept) 0.13305154 0.13305154 0.15209526 0.13305154
## demo$parents_grad_college1 0.01980059 0.01980059 0.02782213 0.01980059
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.04953685 -0.03740170
## 133 134 135 136
## (Intercept) 0.13305154 0.13305154 0.13305154 0.14567300
## demo$parents_grad_college1 0.01980059 0.01980059 0.01980059 0.03588262
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 -0.06341534
## 137 138 139 140
## (Intercept) 0.13305154 0.51399396 0.12804135 0.13305154
## demo$parents_grad_college1 0.01980059 -0.01698008 0.02968421 0.01980059
## demo$parents_grad_college2 -0.03740170 0.03249560 -0.05251845 -0.03740170
## 141 142 143 144
## (Intercept) 0.13636939 0.12755610 0.13305154 0.13679194
## demo$parents_grad_college1 0.02604182 0.02474644 0.01980059 0.03132599
## demo$parents_grad_college2 -0.04866974 -0.04693427 -0.03740170 -0.05461031
## 145 146 147 148
## (Intercept) 0.13322810 0.14567300 0.13305154 0.13679194
## demo$parents_grad_college1 0.02447973 0.03588262 0.01980059 0.03132599
## demo$parents_grad_college2 -0.04589375 -0.06341534 -0.03740170 -0.05461031
## 149 150 151 152
## (Intercept) 0.56046807 0.13428126 0.13305154 0.13305154
## demo$parents_grad_college1 -0.02556042 0.02457936 0.01980059 0.01980059
## demo$parents_grad_college2 0.04650685 -0.04694691 -0.03740170 -0.03740170
## 153 154 155 156
## (Intercept) 0.13310593 0.13636939 0.13588479 0.13305154
## demo$parents_grad_college1 0.03297011 0.02604182 0.02596081 0.01980059
## demo$parents_grad_college2 -0.05733809 -0.04866974 -0.04428881 -0.03740170
## 157 158 159 160
## (Intercept) 0.13305154 0.13679194 0.12755610 0.14349188
## demo$parents_grad_college1 0.01980059 0.03132599 0.02474644 0.03413786
## demo$parents_grad_college2 -0.03740170 -0.05461031 -0.04693427 -0.06131025
## 161 162 163 164
## (Intercept) 0.13588479 0.56046807 0.13305154 0.13305154
## demo$parents_grad_college1 0.02596081 -0.02556042 0.01980059 0.01980059
## demo$parents_grad_college2 -0.04428881 0.04650685 -0.03740170 -0.03740170
## 165 166 167 168
## (Intercept) 0.13523228 0.13305154 0.13305154 0.13679194
## demo$parents_grad_college1 0.02109759 0.01980059 0.01980059 0.03132599
## demo$parents_grad_college2 -0.03887464 -0.03740170 -0.03740170 -0.05461031
## 169 170 171 172
## (Intercept) 0.13305154 0.29679730 0.56046807 0.13475397
## demo$parents_grad_college1 0.01980059 0.01637824 -0.02556042 0.02971759
## demo$parents_grad_college2 -0.03740170 -0.02547028 0.04650685 -0.05273614
## 173 174 175 176
## (Intercept) 0.15387273 0.13523228 0.13372082 0.13900203
## demo$parents_grad_college1 0.03074745 0.02109759 0.02453575 0.01935060
## demo$parents_grad_college2 -0.05151273 -0.03887464 -0.04268233 -0.03601888
## 177 178 179 180
## (Intercept) 0.46991251 0.13676976 0.15317714 0.14974548
## demo$parents_grad_college1 -0.01035247 0.01807384 0.02910655 0.02628983
## demo$parents_grad_college2 0.02054443 -0.03459816 -0.05081714 -0.04779890
## 181 182 183 184
## (Intercept) 0.13305154 0.28314461 0.56046807 0.13305154
## demo$parents_grad_college1 0.01980059 0.01173129 -0.02556042 0.01980059
## demo$parents_grad_college2 -0.03740170 -0.01695196 0.04650685 -0.03740170
## 185 186 187 188
## (Intercept) 0.15107416 0.13679194 0.471448616 0.22646703
## demo$parents_grad_college1 0.02043968 0.03132599 -0.009401014 0.02663993
## demo$parents_grad_college2 -0.03588863 -0.05461031 0.019008317 -0.04626289
## 189 190 191 192
## (Intercept) 0.13305154 0.13305154 0.29696949 0.12755610
## demo$parents_grad_college1 0.01980059 0.01980059 0.01620605 0.02474644
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.02564247 -0.04693427
## 193 194 195 196
## (Intercept) 0.13475397 0.13305154 0.56046807 0.13679194
## demo$parents_grad_college1 0.02971759 0.01980059 -0.02556042 0.03132599
## demo$parents_grad_college2 -0.05273614 -0.03740170 0.04650685 -0.05461031
## 197 198 199 200
## (Intercept) 0.14212374 0.13305154 0.12804135 0.13372082
## demo$parents_grad_college1 0.02858035 0.01980059 0.02968421 0.02453575
## demo$parents_grad_college2 -0.05052776 -0.03740170 -0.05251845 -0.04268233
## 201 202 203 204
## (Intercept) 0.21792723 0.12755610 0.13305154 0.3968228885
## demo$parents_grad_college1 0.02606784 0.02474644 0.01980059 -0.0004085206
## demo$parents_grad_college2 -0.04553560 -0.04693427 -0.03740170 0.0026871419
## 205 206 207 208
## (Intercept) 0.15139880 0.56046807 0.13372082 0.13372082
## demo$parents_grad_college1 0.02252738 -0.02556042 0.02453575 0.02453575
## demo$parents_grad_college2 -0.04363826 0.04650685 -0.04268233 -0.04268233
## 209 210 211 212
## (Intercept) 0.13588479 0.13679194 0.56046807 0.12755610
## demo$parents_grad_college1 0.02596081 0.03132599 -0.02556042 0.02474644
## demo$parents_grad_college2 -0.04428881 -0.05461031 0.04650685 -0.04693427
## 213 214 215 216
## (Intercept) 0.13305154 0.13305154 0.13305154 0.56046807
## demo$parents_grad_college1 0.01980059 0.01980059 0.01980059 -0.02556042
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 0.04650685
## 217 218 219 220
## (Intercept) 0.13305154 0.13305154 0.13305154 0.13305154
## demo$parents_grad_college1 0.01980059 0.01980059 0.01980059 0.01980059
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 -0.03740170
## 221 222 223 224
## (Intercept) 0.13305154 0.13305154 0.13305154 0.13523228
## demo$parents_grad_college1 0.01980059 0.01980059 0.01980059 0.02109759
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 -0.03887464
## 225 226 227 228
## (Intercept) 0.16329474 0.14229942 0.18730684 0.12755610
## demo$parents_grad_college1 0.03537567 0.02077832 0.02249195 0.02474644
## demo$parents_grad_college2 -0.06040698 -0.03853995 -0.04064133 -0.04693427
## 229 230 231 232
## (Intercept) 0.56046807 0.56046807 0.13164889 0.13305154
## demo$parents_grad_college1 -0.02556042 -0.02556042 0.02807271 0.01980059
## demo$parents_grad_college2 0.04650685 0.04650685 -0.04987009 -0.03740170
## 233 234 235 236
## (Intercept) 0.12755610 0.12804135 0.56046807 0.391604507
## demo$parents_grad_college1 0.02474644 0.02968421 -0.02556042 0.003661755
## demo$parents_grad_college2 -0.04693427 -0.05251845 0.04650685 -0.001709861
## 237 238 239 240
## (Intercept) 0.13305154 0.15209526 0.13305154 0.13588479
## demo$parents_grad_college1 0.01980059 0.02782213 0.01980059 0.02596081
## demo$parents_grad_college2 -0.03740170 -0.04953685 -0.03740170 -0.04428881
## 241 242 243 244
## (Intercept) 0.13679194 0.13305154 0.17193960 0.13305154
## demo$parents_grad_college1 0.03132599 0.01980059 0.02705644 0.01980059
## demo$parents_grad_college2 -0.05461031 -0.03740170 -0.04797530 -0.03740170
## 245 246 247 248
## (Intercept) 0.13523228 0.13305154 0.13679194 0.29887849
## demo$parents_grad_college1 0.02109759 0.01980059 0.03132599 0.01689748
## demo$parents_grad_college2 -0.03887464 -0.03740170 -0.05461031 -0.02785936
## 249 250 251 252
## (Intercept) 0.13305154 0.13305154 0.13164889 0.13305154
## demo$parents_grad_college1 0.01980059 0.01980059 0.02807271 0.01980059
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.04987009 -0.03740170
## 253 254 255 256
## (Intercept) 0.12958594 0.13305154 0.13679194 0.18730684
## demo$parents_grad_college1 0.02617035 0.01980059 0.03132599 0.02249195
## demo$parents_grad_college2 -0.04862826 -0.03740170 -0.05461031 -0.04064133
## 257 258 259 260
## (Intercept) 0.14555506 0.16816161 0.13115858 0.20510324
## demo$parents_grad_college1 0.01970532 0.02007513 0.02307400 0.02557662
## demo$parents_grad_college2 -0.03944664 -0.03954848 -0.04424852 -0.04170804
## 261 262 263 264
## (Intercept) 0.13305154 0.35557937 0.27095695 0.56046807
## demo$parents_grad_college1 0.01980059 0.00884690 0.01787288 -0.02556042
## demo$parents_grad_college2 -0.03740170 -0.01098458 -0.02900999 0.04650685
## 265 266 267 268
## (Intercept) 0.56046807 0.13305154 0.13523228 0.13305154
## demo$parents_grad_college1 -0.02556042 0.01980059 0.02109759 0.01980059
## demo$parents_grad_college2 0.04650685 -0.03740170 -0.03887464 -0.03740170
## 269 270 271 272
## (Intercept) 0.13305154 0.13523228 0.13428126 0.20217808
## demo$parents_grad_college1 0.01980059 0.02109759 0.02457936 0.03227085
## demo$parents_grad_college2 -0.03740170 -0.03887464 -0.04694691 -0.05479234
## 273 274 275 276
## (Intercept) 0.12755610 0.33186249 0.13428126 0.13964479
## demo$parents_grad_college1 0.02474644 0.01225592 0.02457936 0.03571479
## demo$parents_grad_college2 -0.04693427 -0.02074749 -0.04694691 -0.06387696
## 277 278 279 280
## (Intercept) 0.13305154 0.13305154 0.29905069 0.51399396
## demo$parents_grad_college1 0.01980059 0.01980059 0.01672528 -0.01698008
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.02803155 0.03249560
## 281 282 283 284
## (Intercept) 0.13305154 0.56046807 0.13305154 0.14864732
## demo$parents_grad_college1 0.01980059 -0.02556042 0.01980059 0.02619069
## demo$parents_grad_college2 -0.03740170 0.04650685 -0.03740170 -0.04670074
## 285 286 287 288
## (Intercept) 0.13428126 0.16251771 0.13305154 0.12755610
## demo$parents_grad_college1 0.02457936 0.03356123 0.01980059 0.02474644
## demo$parents_grad_college2 -0.04694691 -0.06015771 -0.03740170 -0.04693427
## 289 290 291 292
## (Intercept) 0.12804135 0.12804135 0.56046807 0.13305154
## demo$parents_grad_college1 0.02968421 0.02968421 -0.02556042 0.01980059
## demo$parents_grad_college2 -0.05251845 -0.05251845 0.04650685 -0.03740170
## 293 294 295 296
## (Intercept) 0.13305154 0.13305154 0.13305154 0.13305154
## demo$parents_grad_college1 0.01980059 0.01980059 0.01980059 0.01980059
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 -0.03740170
## 297 298 299 300
## (Intercept) 0.13679194 0.56046807 0.21993407 0.13305154
## demo$parents_grad_college1 0.03132599 -0.02556042 0.02598887 0.01980059
## demo$parents_grad_college2 -0.05461031 0.04650685 -0.04754243 -0.03740170
## 301 302 303 304
## (Intercept) 0.56046807 0.14444296 0.13305154 0.13061795
## demo$parents_grad_college1 -0.02556042 0.03012484 0.01980059 0.02627005
## demo$parents_grad_college2 0.04650685 -0.05233661 -0.03740170 -0.04966026
## 305 306 307 308
## (Intercept) 0.12958594 0.51478307 0.13003943 0.13900203
## demo$parents_grad_college1 0.02617035 -0.01707700 0.03124523 0.01935060
## demo$parents_grad_college2 -0.04862826 0.03170648 -0.05435820 -0.03601888
## 309 310 311 312
## (Intercept) 0.16109183 0.56046807 0.13679194 0.13305154
## demo$parents_grad_college1 0.02961034 -0.02556042 0.03132599 0.01980059
## demo$parents_grad_college2 -0.04945212 0.04650685 -0.05461031 -0.03740170
##
## $f.perms
## [,1]
## [1,] 1.789553407
## [2,] 1.533069046
## [3,] 0.273739347
## [4,] 0.695808903
## [5,] 2.428904928
## [6,] 0.326924682
## [7,] 0.089327075
## [8,] 1.818969758
## [9,] 1.835934576
## [10,] 2.131952483
## [11,] 1.530811454
## [12,] 1.623560756
## [13,] 0.069425397
## [14,] 0.224658855
## [15,] 0.983798590
## [16,] 0.769079955
## [17,] 1.637825499
## [18,] 0.849859151
## [19,] 0.113185789
## [20,] 0.887338027
## [21,] 0.719398167
## [22,] 2.068297037
## [23,] 0.903006321
## [24,] 2.336480641
## [25,] 3.241066490
## [26,] 0.206092598
## [27,] 0.646568412
## [28,] 0.035864584
## [29,] 0.837802249
## [30,] 0.289369359
## [31,] 1.319409260
## [32,] 1.550859445
## [33,] 0.372248415
## [34,] 0.367613572
## [35,] 1.437709042
## [36,] 0.823218153
## [37,] 1.524349621
## [38,] 0.173172727
## [39,] 2.260645845
## [40,] 0.686703608
## [41,] 0.644120195
## [42,] 1.053172381
## [43,] 1.489932990
## [44,] 0.225652321
## [45,] 1.468834924
## [46,] 0.894955632
## [47,] 0.238794333
## [48,] 1.728048004
## [49,] 1.284239624
## [50,] 0.569942464
## [51,] 1.972827341
## [52,] 0.797132316
## [53,] 0.310170360
## [54,] 1.494466429
## [55,] 1.342843980
## [56,] 0.752755494
## [57,] 0.449300607
## [58,] 0.198350460
## [59,] 1.672723884
## [60,] 0.178768518
## [61,] 4.281598816
## [62,] 0.464907537
## [63,] 0.480573019
## [64,] 0.189794058
## [65,] 2.633880369
## [66,] 4.005635244
## [67,] 0.852321093
## [68,] 0.576241452
## [69,] 0.482297358
## [70,] 0.335622828
## [71,] 1.230113002
## [72,] 0.622875627
## [73,] 1.200846019
## [74,] 0.223151005
## [75,] 0.450526493
## [76,] 0.272703438
## [77,] 0.241051836
## [78,] 0.645024083
## [79,] 0.208856948
## [80,] 1.184067923
## [81,] 0.517540793
## [82,] 2.465063659
## [83,] 2.242078750
## [84,] 2.639607277
## [85,] 1.061878275
## [86,] 0.379339430
## [87,] 0.241643353
## [88,] 1.147826650
## [89,] 0.228169324
## [90,] 0.383965453
## [91,] 1.853557360
## [92,] 0.468658487
## [93,] 1.107611573
## [94,] 2.497590071
## [95,] 0.898041694
## [96,] 0.417918910
## [97,] 7.705220642
## [98,] 0.409357629
## [99,] 0.463435862
## [100,] 2.191412274
## [101,] 0.743361019
## [102,] 2.117948235
## [103,] 0.655168550
## [104,] 0.239034457
## [105,] 2.391795547
## [106,] 0.032411031
## [107,] 0.472528739
## [108,] 0.413421289
## [109,] 0.939670665
## [110,] -0.012839318
## [111,] 0.306227181
## [112,] 1.024866398
## [113,] 0.426516938
## [114,] 0.513714431
## [115,] 1.223888038
## [116,] 0.192638686
## [117,] 0.098653429
## [118,] 2.040277142
## [119,] 1.939508062
## [120,] 0.334566140
## [121,] 5.362737498
## [122,] 1.334191668
## [123,] 0.315366298
## [124,] 2.504608333
## [125,] 1.090951136
## [126,] 0.219432469
## [127,] 0.124747760
## [128,] 0.344317766
## [129,] 0.130215459
## [130,] 0.821626771
## [131,] 1.833471571
## [132,] 0.504078823
## [133,] 2.358465901
## [134,] 0.165654717
## [135,] 0.406944411
## [136,] 0.987394809
## [137,] 0.937300349
## [138,] 1.049621612
## [139,] 0.788566178
## [140,] 1.504584386
## [141,] 0.850781601
## [142,] 1.091919370
## [143,] 0.041555021
## [144,] 0.551315689
## [145,] 0.863823244
## [146,] 1.007234022
## [147,] 1.865152265
## [148,] 1.402507457
## [149,] 0.150098992
## [150,] 2.916234653
## [151,] 1.280434967
## [152,] 0.357030675
## [153,] 0.483820401
## [154,] 0.132772736
## [155,] 0.244845918
## [156,] 0.725632042
## [157,] 1.191350111
## [158,] 1.430635707
## [159,] 1.153894181
## [160,] 0.710797699
## [161,] 0.646663884
## [162,] 3.511663630
## [163,] 0.913906845
## [164,] 0.392996517
## [165,] 0.134624566
## [166,] 0.746815532
## [167,] 0.342354655
## [168,] 0.893310756
## [169,] 0.131287645
## [170,] 0.612272274
## [171,] 0.920586463
## [172,] 1.485894298
## [173,] 1.698720461
## [174,] 0.813889899
## [175,] 0.704472028
## [176,] 1.430955922
## [177,] 0.812231743
## [178,] 3.295181397
## [179,] 1.365746116
## [180,] 0.187681127
## [181,] 0.203457912
## [182,] 1.433540063
## [183,] 1.219965124
## [184,] 0.244475822
## [185,] 2.249504132
## [186,] 0.266974989
## [187,] 0.246446662
## [188,] 1.650213194
## [189,] 2.003967004
## [190,] 0.296776196
## [191,] 2.392368852
## [192,] 3.881732254
## [193,] 0.572417173
## [194,] 1.632675896
## [195,] 2.297009486
## [196,] 0.362413433
## [197,] 0.750614336
## [198,] 0.407791280
## [199,] 1.645289934
## [200,] 0.585356602
## [201,] 0.500112718
## [202,] 1.279012960
## [203,] 1.299805460
## [204,] 0.116820389
## [205,] 0.094057065
## [206,] 0.662947615
## [207,] 0.556415759
## [208,] 1.129199965
## [209,] 1.777773038
## [210,] 0.548840230
## [211,] 0.409516097
## [212,] 1.104940602
## [213,] 0.371974733
## [214,] 0.819849822
## [215,] 0.638260477
## [216,] 0.871915265
## [217,] 0.464702618
## [218,] 1.289962195
## [219,] 0.482849071
## [220,] 0.075886960
## [221,] 2.870936102
## [222,] 0.944240981
## [223,] 1.003995946
## [224,] 7.140170507
## [225,] 1.208275518
## [226,] 0.793458577
## [227,] 1.775643253
## [228,] 0.779660882
## [229,] 0.708686234
## [230,] 0.438638645
## [231,] 0.909383539
## [232,] 0.378328809
## [233,] 2.904708402
## [234,] 1.321770860
## [235,] 0.490358672
## [236,] 0.678487200
## [237,] 1.423945496
## [238,] 1.244705757
## [239,] 0.299381957
## [240,] 0.462849333
## [241,] 0.546911244
## [242,] 0.292506565
## [243,] 0.238937061
## [244,] 0.794414995
## [245,] 0.983003299
## [246,] 1.308410537
## [247,] 1.756731389
## [248,] 1.548797989
## [249,] 1.160726819
## [250,] 1.745739844
## [251,] 0.461849439
## [252,] 0.154416341
## [253,] 0.764000669
## [254,] 0.745945396
## [255,] 0.869485295
## [256,] 0.135897961
## [257,] 0.267116073
## [258,] 1.232598667
## [259,] 0.789300513
## [260,] 0.866947790
## [261,] 0.199019596
## [262,] 0.996963276
## [263,] 0.305091647
## [264,] 0.805667336
## [265,] 1.388863894
## [266,] 0.282807754
## [267,] 1.597959654
## [268,] 0.187366380
## [269,] 0.278616481
## [270,] 6.825606827
## [271,] 0.472799012
## [272,] 1.015055734
## [273,] 0.133195645
## [274,] 2.167977202
## [275,] 0.440672421
## [276,] 0.533381442
## [277,] 2.123158094
## [278,] 0.744326348
## [279,] 0.945949446
## [280,] 1.359428719
## [281,] 0.108058727
## [282,] 1.913566572
## [283,] 0.407800170
## [284,] 0.509740576
## [285,] 0.442566432
## [286,] 0.874182119
## [287,] 0.704382613
## [288,] 3.509873284
## [289,] 0.763804714
## [290,] 1.249627982
## [291,] 0.840144033
## [292,] 0.349406538
## [293,] 0.535107326
## [294,] 0.632055238
## [295,] 0.292120594
## [296,] 1.023902210
## [297,] 0.935585644
## [298,] 0.548817416
## [299,] 0.663452889
## [300,] 0.371098003
## [301,] 0.879916977
## [302,] 0.276514487
## [303,] 0.887381499
## [304,] 0.907539446
## [305,] 0.472937969
## [306,] 0.507415254
## [307,] 0.558135184
## [308,] 0.912944366
## [309,] 0.600989499
## [310,] 1.609543941
## [311,] 0.143338846
## [312,] 2.295250510
## [313,] 1.865250154
## [314,] 0.605929423
## [315,] 1.416359450
## [316,] 2.857656961
## [317,] 0.239603695
## [318,] 1.705049953
## [319,] 2.012270937
## [320,] 0.271703084
## [321,] 0.806807421
## [322,] 0.580041399
## [323,] 0.663302720
## [324,] 0.485218158
## [325,] 0.619935234
## [326,] 0.289867854
## [327,] 0.417647240
## [328,] 4.489306623
## [329,] 0.307480659
## [330,] 1.126347373
## [331,] 0.605908429
## [332,] 0.234680149
## [333,] 0.309228194
## [334,] 0.259817450
## [335,] 1.008888944
## [336,] 0.283919290
## [337,] 2.206212506
## [338,] 1.699776104
## [339,] 0.395211379
## [340,] 0.163112914
## [341,] 2.173472079
## [342,] 0.235802355
## [343,] 1.490128710
## [344,] 0.600867483
## [345,] 0.712181598
## [346,] 0.256474194
## [347,] 1.725626914
## [348,] 0.456694189
## [349,] 0.109831656
## [350,] 0.725250023
## [351,] 1.680743076
## [352,] 1.348737527
## [353,] 0.881703472
## [354,] 0.457504822
## [355,] 0.656713732
## [356,] 0.238417192
## [357,] 0.884408758
## [358,] 0.908684959
## [359,] 0.297136087
## [360,] 0.120433688
## [361,] 0.599523270
## [362,] 0.594266460
## [363,] 0.077118573
## [364,] 0.236248462
## [365,] 1.165138948
## [366,] 0.341255498
## [367,] 0.159326112
## [368,] 0.559369720
## [369,] 0.358485843
## [370,] 0.941325378
## [371,] 0.205341713
## [372,] 0.636853355
## [373,] 1.806256006
## [374,] 0.303280860
## [375,] 4.691036022
## [376,] 1.000408424
## [377,] 1.661595335
## [378,] 1.277840645
## [379,] 1.633651939
## [380,] 0.428705153
## [381,] 0.476267223
## [382,] 0.239880232
## [383,] 0.305051871
## [384,] 0.426113006
## [385,] 0.333056263
## [386,] 1.520684800
## [387,] 0.255473467
## [388,] 1.041728390
## [389,] 0.153528428
## [390,] 0.198261509
## [391,] 0.519730674
## [392,] 0.104718934
## [393,] 0.928286447
## [394,] 1.419884992
## [395,] 0.495145212
## [396,] 0.641860962
## [397,] 0.144583065
## [398,] 0.698674408
## [399,] 0.738509436
## [400,] 0.520998687
## [401,] 0.523606182
## [402,] 0.745178510
## [403,] 1.681334798
## [404,] 3.402564562
## [405,] 0.340752820
## [406,] 1.632191660
## [407,] 0.313598560
## [408,] 1.388337089
## [409,] 0.608605345
## [410,] 0.817722083
## [411,] 0.295870641
## [412,] 0.437047304
## [413,] 2.385643788
## [414,] 1.253359929
## [415,] 0.458327061
## [416,] 0.128461180
## [417,] 3.820194203
## [418,] 0.507660248
## [419,] 0.917790959
## [420,] 2.348952081
## [421,] 0.739281903
## [422,] 0.214785835
## [423,] 0.772978375
## [424,] 2.479130252
## [425,] 0.306790019
## [426,] 1.223851976
## [427,] 0.252576552
## [428,] 0.839072719
## [429,] 1.316880773
## [430,] 1.229084037
## [431,] 3.941940871
## [432,] 1.371015197
## [433,] 0.433335984
## [434,] 0.322079877
## [435,] 0.611318507
## [436,] 0.987786321
## [437,] 1.263777860
## [438,] 0.888955782
## [439,] 1.019139734
## [440,] 0.082363932
## [441,] 1.742271353
## [442,] 2.745471344
## [443,] 0.391691557
## [444,] 0.495411063
## [445,] 0.111254397
## [446,] 4.114439612
## [447,] 0.921222452
## [448,] 0.057055268
## [449,] 0.222324076
## [450,] 4.867148706
## [451,] 0.261779577
## [452,] 3.192560707
## [453,] 0.719555055
## [454,] 0.472102959
## [455,] 3.364208931
## [456,] 0.072280766
## [457,] 1.251883355
## [458,] 1.675218569
## [459,] 0.005352453
## [460,] 0.336140163
## [461,] 0.433065498
## [462,] 0.452911879
## [463,] 0.140624509
## [464,] 0.060068890
## [465,] 0.840125688
## [466,] 0.546540789
## [467,] 2.169905007
## [468,] 0.271025820
## [469,] 0.925221741
## [470,] 0.629689788
## [471,] 0.363288203
## [472,] 0.869616125
## [473,] 0.161993766
## [474,] 4.321921217
## [475,] 1.016005951
## [476,] 0.628459484
## [477,] 0.804570614
## [478,] 0.908861988
## [479,] 0.158699175
## [480,] 0.307017191
## [481,] 1.344394526
## [482,] 1.848017380
## [483,] 0.758999216
## [484,] 0.489425392
## [485,] 0.245230802
## [486,] 0.129713920
## [487,] 0.044601355
## [488,] 4.232788387
## [489,] 0.586634592
## [490,] 0.413441500
## [491,] 1.015879847
## [492,] 1.641835461
## [493,] 0.383861077
## [494,] 2.232621701
## [495,] 1.689248400
## [496,] 2.031458298
## [497,] 0.596457295
## [498,] 1.933828758
## [499,] 1.413435658
## [500,] 0.670985443
## [501,] 0.157808828
## [502,] 0.676333655
## [503,] 0.470049969
## [504,] 0.654123077
## [505,] 0.324059948
## [506,] 0.220064854
## [507,] 2.482954093
## [508,] 0.983044254
## [509,] 0.509930598
## [510,] 0.565696784
## [511,] 0.288980491
## [512,] 0.893654155
## [513,] 1.385902730
## [514,] 0.290682159
## [515,] 0.957198966
## [516,] 0.117029963
## [517,] 0.471574013
## [518,] 2.948141459
## [519,] 0.649037514
## [520,] 0.553997877
## [521,] 1.827796835
## [522,] 0.307171347
## [523,] 0.240342767
## [524,] 0.544130411
## [525,] 2.441595896
## [526,] 1.992158251
## [527,] 0.484477802
## [528,] 1.035599673
## [529,] 0.576595963
## [530,] 0.773080502
## [531,] 1.115458357
## [532,] 1.837269478
## [533,] 2.165548018
## [534,] 0.945795583
## [535,] 0.983511479
## [536,] 0.152786342
## [537,] 0.297697521
## [538,] 1.239920503
## [539,] 0.838695213
## [540,] 0.965393559
## [541,] 0.762449620
## [542,] 1.787139345
## [543,] 0.150650324
## [544,] 1.151371914
## [545,] 2.614218981
## [546,] 0.304398502
## [547,] 3.812958129
## [548,] 1.356778652
## [549,] 0.177083209
## [550,] 1.002965008
## [551,] 0.159777541
## [552,] 1.552943377
## [553,] 1.383894725
## [554,] 1.119568898
## [555,] 0.161995662
## [556,] 1.805601013
## [557,] 2.961516899
## [558,] 0.292083365
## [559,] 0.277702668
## [560,] 1.429322140
## [561,] 0.553713817
## [562,] 0.559278733
## [563,] 0.366759684
## [564,] 0.757502052
## [565,] 0.809169754
## [566,] 0.570523700
## [567,] 0.311773331
## [568,] 0.527803860
## [569,] 0.342663101
## [570,] 0.724332648
## [571,] 0.735707760
## [572,] 0.131998830
## [573,] 1.387665350
## [574,] 3.127113251
## [575,] 0.814664494
## [576,] 0.536803489
## [577,] 0.928376149
## [578,] 4.838516740
## [579,] 0.292828407
## [580,] 0.077904501
## [581,] 0.447102697
## [582,] 0.171570691
## [583,] 1.247606364
## [584,] 1.602258440
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##
## $model.matrix
## (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
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##
## $terms
## cm ~ demo$parents_grad_college
## attr(,"variables")
## list(cm, demo$parents_grad_college)
## attr(,"factors")
## demo$parents_grad_college
## cm 0
## demo$parents_grad_college 1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to First Generation Student status.
Intrinsic Motivation
Now, Intrinsic Motivation:
And an Adonis
test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$parents_grad_college 2 0.0267 0.013359 0.46986 0.00303 0.678
## Residuals 309 8.7852 0.028431 0.99697
## Total 311 8.8119 1.00000
##
## $call
## adonis(formula = im ~ demo$parents_grad_college)
##
## $coefficients
## im1 im2 im3 im4
## (Intercept) 4.1120558 4.05518557 3.93996263 3.815650125
## demo$parents_grad_college1 0.1566010 -0.01040945 -0.01458950 0.005245397
## demo$parents_grad_college2 -0.1120558 0.06981443 0.06003737 0.059349875
## im5
## (Intercept) 3.92037702
## demo$parents_grad_college1 0.03484686
## demo$parents_grad_college2 0.07962298
##
## $coef.sites
## 1 2 3 4
## (Intercept) 0.131186583 0.13640219 0.11344760 0.20069940
## demo$parents_grad_college1 0.001773432 0.01338455 0.01965534 0.01896387
## demo$parents_grad_college2 -0.010960306 -0.01935421 -0.02373247 -0.01784136
## 5 6 7 8
## (Intercept) 0.120266242 0.12609805 0.23979015 0.120582332
## demo$parents_grad_college1 0.007884713 0.02902039 0.02192495 0.004263573
## demo$parents_grad_college2 -0.014456171 -0.03456467 -0.02014848 -0.009216705
## 9 10 11 12
## (Intercept) 0.117970138 0.572111012 0.12286645 0.117970138
## demo$parents_grad_college1 0.006137558 -0.009040804 0.01461360 0.006137558
## demo$parents_grad_college2 -0.012160068 0.016215454 -0.02261194 -0.012160068
## 13 14 15 16
## (Intercept) 0.11385505 0.10582975 0.11804406 0.131186583
## demo$parents_grad_college1 0.02399972 0.02464758 0.01720199 0.001773432
## demo$parents_grad_college2 -0.02995387 -0.02786039 -0.02146206 -0.010960306
## 17 18 19 20
## (Intercept) 0.131186583 0.11385505 0.131186583 0.13424005
## demo$parents_grad_college1 0.001773432 0.02399972 0.001773432 0.01657077
## demo$parents_grad_college2 -0.010960306 -0.02995387 -0.010960306 -0.01719207
## 21 22 23 24
## (Intercept) 0.131186583 0.11071197 0.20005374 0.12609805
## demo$parents_grad_college1 0.001773432 0.02161471 0.01941251 0.02902039
## demo$parents_grad_college2 -0.010960306 -0.02681079 -0.01719570 -0.03456467
## 25 26 27 28
## (Intercept) 0.12327019 0.572111012 0.11601084 0.11630952
## demo$parents_grad_college1 0.01016397 -0.009040804 0.01046443 0.02655950
## demo$parents_grad_college2 -0.01746012 0.016215454 -0.01517999 -0.03168401
## 29 30 31 32
## (Intercept) 0.131186583 0.10582975 0.10873000 0.419123998
## demo$parents_grad_college1 0.001773432 0.02464758 0.01512442 0.008799039
## demo$parents_grad_college2 -0.010960306 -0.02786039 -0.01901487 -0.003502583
## 33 34 35 36
## (Intercept) 0.19639399 0.13386263 0.12609805 0.11520639
## demo$parents_grad_college1 0.02343288 0.02332002 0.02902039 0.02700938
## demo$parents_grad_college2 -0.02279521 -0.02862805 -0.03456467 -0.03058087
## 37 38 39 40
## (Intercept) 0.131186583 0.10582975 0.418823986 0.131186583
## demo$parents_grad_college1 0.001773432 0.02464758 0.007109001 0.001773432
## demo$parents_grad_college2 -0.010960306 -0.02786039 -0.003202571 -0.010960306
## 41 42 43 44
## (Intercept) 0.131186583 0.127196449 0.131186583 0.14047863
## demo$parents_grad_college1 0.001773432 0.007648109 0.001773432 0.02344301
## demo$parents_grad_college2 -0.010960306 -0.016702412 -0.010960306 -0.02691072
## 45 46 47 48
## (Intercept) 0.12452399 0.18409117 0.13534319 0.25089634
## demo$parents_grad_college1 0.02448973 0.02492012 0.01612089 0.01924207
## demo$parents_grad_college2 -0.02656277 -0.02542108 -0.01829521 -0.01537766
## 49 50 51 52
## (Intercept) 0.14427021 0.11366176 0.572111012 0.14315044
## demo$parents_grad_college1 0.02573424 0.00867679 -0.009040804 0.02863095
## demo$parents_grad_college2 -0.03147834 -0.01283091 0.016215454 -0.03035857
## 53 54 55 56
## (Intercept) 0.12170893 0.572111012 0.15980174 0.12641192
## demo$parents_grad_college1 0.02420289 -0.009040804 0.02056951 0.02111862
## demo$parents_grad_college2 -0.02374771 0.016215454 -0.01883528 -0.02279310
## 57 58 59 60
## (Intercept) 0.12609805 0.11520639 0.124566636 0.10582975
## demo$parents_grad_college1 0.02902039 0.02700938 0.001875800 0.02464758
## demo$parents_grad_college2 -0.03456467 -0.03058087 -0.008637817 -0.02786039
## 61 62 63 64
## (Intercept) 0.124566636 0.13616603 0.14315044 0.14315044
## demo$parents_grad_college1 0.001875800 0.01396283 0.02863095 0.02863095
## demo$parents_grad_college2 -0.008637817 -0.02097139 -0.03035857 -0.03035857
## 65 66 67 68
## (Intercept) 0.10582975 0.12295619 0.131186583 0.120582332
## demo$parents_grad_college1 0.02464758 0.01055732 0.001773432 0.004263573
## demo$parents_grad_college2 -0.02786039 -0.01507954 -0.010960306 -0.009216705
## 69 70 71 72
## (Intercept) 0.12641052 0.12065800 0.152594506 0.10873000
## demo$parents_grad_college1 0.01196398 0.01203796 0.004914983 0.01512442
## demo$parents_grad_college2 -0.01853387 -0.02040349 -0.007049783 -0.01901487
## 73 74 75 76
## (Intercept) 0.120582332 0.11104303 0.131186583 0.14199016
## demo$parents_grad_college1 0.004263573 0.01782529 0.001773432 0.02419710
## demo$parents_grad_college2 -0.009216705 -0.02132790 -0.010960306 -0.02305438
## 77 78 79 80
## (Intercept) 0.10873000 0.572111012 0.12744295 0.124950988
## demo$parents_grad_college1 0.01512442 -0.009040804 0.01845599 0.005939644
## demo$parents_grad_college2 -0.01901487 0.016215454 -0.02382413 -0.014456951
## 81 82 83 84
## (Intercept) 0.11104303 0.10582975 0.12007410 0.11827037
## demo$parents_grad_college1 0.01782529 0.02464758 0.02384972 0.01310120
## demo$parents_grad_college2 -0.02132790 -0.02786039 -0.02944448 -0.01743952
## 85 86 87 88
## (Intercept) 0.12170893 0.11520639 0.124950988 0.26641506
## demo$parents_grad_college1 0.02420289 0.02700938 0.005939644 0.02078875
## demo$parents_grad_college2 -0.02374771 -0.03058087 -0.014456951 -0.01869424
## 89 90 91 92
## (Intercept) 0.120582332 0.16407835 0.11601084 0.11333836
## demo$parents_grad_college1 0.004263573 0.02849172 0.01046443 0.01238016
## demo$parents_grad_college2 -0.009216705 -0.02893592 -0.01517999 -0.01818932
## 93 94 95 96
## (Intercept) 0.14427021 0.10582975 0.124566636 0.10582975
## demo$parents_grad_college1 0.02573424 0.02464758 0.001875800 0.02464758
## demo$parents_grad_college2 -0.03147834 -0.02786039 -0.008637817 -0.02786039
## 97 98 99 100
## (Intercept) 0.11366176 0.339230556 0.12609805 0.131186583
## demo$parents_grad_college1 0.00867679 0.012690996 0.02902039 0.001773432
## demo$parents_grad_college2 -0.01283091 -0.007518267 -0.03456467 -0.010960306
## 101 102 103 104
## (Intercept) 0.10873000 0.131186583 0.13666807 0.11520639
## demo$parents_grad_college1 0.01512442 0.001773432 0.01940965 0.02700938
## demo$parents_grad_college2 -0.01901487 -0.010960306 -0.01962009 -0.03058087
## 105 106 107 108
## (Intercept) 0.131186583 0.417215674 0.120582332 0.13277409
## demo$parents_grad_college1 0.001773432 0.006976020 0.004263573 0.02613426
## demo$parents_grad_college2 -0.010960306 -0.001594259 -0.009216705 -0.02753951
## 109 110 111 112
## (Intercept) 0.465880106 0.11104303 0.11104303 0.117970138
## demo$parents_grad_college1 0.001396865 0.01782529 0.01782529 0.006137558
## demo$parents_grad_college2 0.002864604 -0.02132790 -0.02132790 -0.012160068
## 113 114 115 116
## (Intercept) 0.131186583 0.11104303 0.572111012 0.131186583
## demo$parents_grad_college1 0.001773432 0.01782529 -0.009040804 0.001773432
## demo$parents_grad_college2 -0.010960306 -0.02132790 0.016215454 -0.010960306
## 117 118 119 120
## (Intercept) 0.131186583 0.12170893 0.13164216 0.11630952
## demo$parents_grad_college1 0.001773432 0.02420289 0.02659864 0.02655950
## demo$parents_grad_college2 -0.010960306 -0.02374771 -0.02640758 -0.03168401
## 121 122 123 124
## (Intercept) 0.11834642 0.131186583 0.131186583 0.10582975
## demo$parents_grad_college1 0.02105124 0.001773432 0.001773432 0.02464758
## demo$parents_grad_college2 -0.02887920 -0.010960306 -0.010960306 -0.02786039
## 125 126 127 128
## (Intercept) 0.16491111 0.12286645 0.15393380 0.400191172
## demo$parents_grad_college1 0.02869727 0.01461360 0.02704108 0.010112123
## demo$parents_grad_college2 -0.02976868 -0.02261194 -0.02705464 -0.003808849
## 129 130 131 132
## (Intercept) 0.131186583 0.131186583 0.21289267 0.11071197
## demo$parents_grad_college1 0.001773432 0.001773432 0.02180262 0.02161471
## demo$parents_grad_college2 -0.010960306 -0.010960306 -0.01980869 -0.02681079
## 133 134 135 136
## (Intercept) 0.131186583 0.12547864 0.11071197 0.10873000
## demo$parents_grad_college1 0.001773432 0.01273962 0.02161471 0.01512442
## demo$parents_grad_college2 -0.010960306 -0.01966857 -0.02681079 -0.01901487
## 137 138 139 140
## (Intercept) 0.131186583 0.10873000 0.12262513 0.124566636
## demo$parents_grad_college1 0.001773432 0.01512442 0.01434675 0.001875800
## demo$parents_grad_college2 -0.010960306 -0.01901487 -0.02056243 -0.008637817
## 141 142 143 144
## (Intercept) 0.133828074 0.10582975 0.127224407 0.117970138
## demo$parents_grad_college1 0.003523341 0.02464758 0.007918297 0.006137558
## demo$parents_grad_college2 -0.010696113 -0.02786039 -0.014343613 -0.012160068
## 145 146 147 148
## (Intercept) 0.19536661 0.11601084 0.12327019 0.422040596
## demo$parents_grad_college1 0.02228383 0.01046443 0.01016397 0.010624255
## demo$parents_grad_college2 -0.02176783 -0.01517999 -0.01746012 -0.006419181
## 149 150 151 152
## (Intercept) 0.572111012 0.12400594 0.12276792 0.131186583
## demo$parents_grad_college1 -0.009040804 0.01013393 0.02146656 0.001773432
## demo$parents_grad_college2 0.016215454 -0.01612929 -0.02480671 -0.010960306
## 153 154 155 156
## (Intercept) 0.14315044 0.10582975 0.127196449 0.131186583
## demo$parents_grad_college1 0.02863095 0.02464758 0.007648109 0.001773432
## demo$parents_grad_college2 -0.03035857 -0.02786039 -0.016702412 -0.010960306
## 157 158 159 160
## (Intercept) 0.131186583 0.131186583 0.137833368 0.130921868
## demo$parents_grad_college1 0.001773432 0.001773432 0.005402804 0.005591303
## demo$parents_grad_college2 -0.010960306 -0.010960306 -0.014701407 -0.012359255
## 161 162 163 164
## (Intercept) 0.11520639 0.117970138 0.127505546 0.21793251
## demo$parents_grad_college1 0.02700938 0.006137558 0.004105627 0.02547551
## demo$parents_grad_college2 -0.03058087 -0.012160068 -0.011576727 -0.02484853
## 165 166 167 168
## (Intercept) 0.13126866 0.131186583 0.131186583 0.16523122
## demo$parents_grad_college1 0.02176626 0.001773432 0.001773432 0.02550755
## demo$parents_grad_college2 -0.02755638 -0.010960306 -0.010960306 -0.03008878
## 169 170 171 172
## (Intercept) 0.11366176 0.13164216 0.14996696 0.15109959
## demo$parents_grad_college1 0.00867679 0.02659864 0.02324368 0.02583991
## demo$parents_grad_college2 -0.01283091 -0.02640758 -0.02308779 -0.02968703
## 173 174 175 176
## (Intercept) 0.12609805 0.131186583 0.120582332 0.14524585
## demo$parents_grad_college1 0.02902039 0.001773432 0.004263573 0.01636150
## demo$parents_grad_college2 -0.03456467 -0.010960306 -0.009216705 -0.02013336
## 177 178 179 180
## (Intercept) 0.373358557 0.10582975 0.10582975 0.12007410
## demo$parents_grad_college1 0.012007708 0.02464758 0.02464758 0.02384972
## demo$parents_grad_college2 -0.007068827 -0.02786039 -0.02786039 -0.02944448
## 181 182 183 184
## (Intercept) 0.131186583 0.14996696 0.10873000 0.131186583
## demo$parents_grad_college1 0.001773432 0.02324368 0.01512442 0.001773432
## demo$parents_grad_college2 -0.010960306 -0.02308779 -0.01901487 -0.010960306
## 185 186 187 188
## (Intercept) 0.131186583 0.23474847 0.13273069 0.10582975
## demo$parents_grad_college1 0.001773432 0.02503272 0.02378440 0.02464758
## demo$parents_grad_college2 -0.010960306 -0.02510681 -0.02749611 -0.02786039
## 189 190 191 192
## (Intercept) 0.117970138 0.131186583 0.517936524 0.12295619
## demo$parents_grad_college1 0.006137558 0.001773432 -0.002287033 0.01055732
## demo$parents_grad_college2 -0.012160068 -0.010960306 0.008192213 -0.01507954
## 193 194 195 196
## (Intercept) 0.131186583 0.131186583 0.10582975 0.12170893
## demo$parents_grad_college1 0.001773432 0.001773432 0.02464758 0.02420289
## demo$parents_grad_college2 -0.010960306 -0.010960306 -0.02786039 -0.02374771
## 197 198 199 200
## (Intercept) 0.10582975 0.18409117 0.127505546 0.131186583
## demo$parents_grad_college1 0.02464758 0.02492012 0.004105627 0.001773432
## demo$parents_grad_college2 -0.02786039 -0.02542108 -0.011576727 -0.010960306
## 201 202 203 204
## (Intercept) 0.16857898 0.11834642 0.11834642 0.131186583
## demo$parents_grad_college1 0.01730695 0.02105124 0.02105124 0.001773432
## demo$parents_grad_college2 -0.02520609 -0.02887920 -0.02887920 -0.010960306
## 205 206 207 208
## (Intercept) 0.11834642 0.572111012 0.131186583 0.11601084
## demo$parents_grad_college1 0.02105124 -0.009040804 0.001773432 0.01046443
## demo$parents_grad_college2 -0.02887920 0.016215454 -0.010960306 -0.01517999
## 209 210 211 212
## (Intercept) 0.18831474 0.15379010 0.12041319 0.12007410
## demo$parents_grad_college1 0.02893812 0.02615593 0.01997015 0.02384972
## demo$parents_grad_college2 -0.02964466 -0.02691093 -0.02383119 -0.02944448
## 213 214 215 216
## (Intercept) 0.14427021 0.13658064 0.11071197 4.280338e-01
## demo$parents_grad_college1 0.02573424 0.02748022 0.02161471 3.955021e-03
## demo$parents_grad_college2 -0.03147834 -0.03134606 -0.02681079 8.759445e-05
## 217 218 219 220
## (Intercept) 0.18260065 0.11071197 0.131186583 0.131186583
## demo$parents_grad_college1 0.02355299 0.02161471 0.001773432 0.001773432
## demo$parents_grad_college2 -0.02403384 -0.02681079 -0.010960306 -0.010960306
## 221 222 223 224
## (Intercept) 0.131186583 0.131186583 0.131186583 0.517936524
## demo$parents_grad_college1 0.001773432 0.001773432 0.001773432 -0.002287033
## demo$parents_grad_college2 -0.010960306 -0.010960306 -0.010960306 0.008192213
## 225 226 227 228
## (Intercept) 0.33254524 0.12609805 0.148775640 0.10873000
## demo$parents_grad_college1 0.01604930 0.02902039 0.007526581 0.01512442
## demo$parents_grad_college2 -0.01219658 -0.03456467 -0.007602595 -0.01901487
## 229 230 231 232
## (Intercept) 0.10582975 0.124566636 0.37664323 0.131186583
## demo$parents_grad_college1 0.02464758 0.001875800 0.01310589 0.001773432
## demo$parents_grad_college2 -0.02786039 -0.008637817 -0.01035350 -0.010960306
## 233 234 235 236
## (Intercept) 0.12170893 0.11366176 0.572111012 0.10582975
## demo$parents_grad_college1 0.02420289 0.00867679 -0.009040804 0.02464758
## demo$parents_grad_college2 -0.02374771 -0.01283091 0.016215454 -0.02786039
## 237 238 239 240
## (Intercept) 0.124566636 0.11366176 0.321675789 0.373592592
## demo$parents_grad_college1 0.001875800 0.00867679 0.010238571 0.011566377
## demo$parents_grad_college2 -0.008637817 -0.01283091 -0.005529561 -0.007302861
## 241 242 243 244
## (Intercept) 0.10582975 0.12170893 0.10582975 0.131186583
## demo$parents_grad_college1 0.02464758 0.02420289 0.02464758 0.001773432
## demo$parents_grad_college2 -0.02786039 -0.02374771 -0.02786039 -0.010960306
## 245 246 247 248
## (Intercept) 0.17327007 0.11630952 0.339230556 0.15182292
## demo$parents_grad_college1 0.02356369 0.02655950 0.012690996 0.02643659
## demo$parents_grad_college2 -0.02363183 -0.03168401 -0.007518267 -0.02494375
## 249 250 251 252
## (Intercept) 0.11071197 0.124950988 0.127224407 0.12295619
## demo$parents_grad_college1 0.02161471 0.005939644 0.007918297 0.01055732
## demo$parents_grad_college2 -0.02681079 -0.014456951 -0.014343613 -0.01507954
## 253 254 255 256
## (Intercept) 0.10582975 0.124566636 0.10582975 0.12609805
## demo$parents_grad_college1 0.02464758 0.001875800 0.02464758 0.02902039
## demo$parents_grad_college2 -0.02786039 -0.008637817 -0.02786039 -0.03456467
## 257 258 259 260
## (Intercept) 0.11366176 0.12681796 0.127224407 0.380899288
## demo$parents_grad_college1 0.00867679 0.01630836 0.007918297 0.007881279
## demo$parents_grad_college2 -0.01283091 -0.02475527 -0.014343613 -0.002704795
## 261 262 263 264
## (Intercept) 0.11601084 0.20803476 0.26641506 0.418580020
## demo$parents_grad_college1 0.01046443 0.02478754 0.02078875 0.009467396
## demo$parents_grad_college2 -0.01517999 -0.02456617 -0.01869424 -0.002958604
## 265 266 267 268
## (Intercept) 0.339230556 0.131186583 0.11520639 0.12276792
## demo$parents_grad_college1 0.012690996 0.001773432 0.02700938 0.02146656
## demo$parents_grad_college2 -0.007518267 -0.010960306 -0.03058087 -0.02480671
## 269 270 271 272
## (Intercept) 0.11601084 0.11385505 0.120582332 0.26337561
## demo$parents_grad_college1 0.01046443 0.02399972 0.004263573 0.02479113
## demo$parents_grad_college2 -0.01517999 -0.02995387 -0.009216705 -0.02607145
## 273 274 275 276
## (Intercept) 0.120582332 0.131186583 0.12148896 0.10873000
## demo$parents_grad_college1 0.004263573 0.001773432 0.01953390 0.01512442
## demo$parents_grad_college2 -0.009216705 -0.010960306 -0.02490696 -0.01901487
## 277 278 279 280
## (Intercept) 0.10582975 0.131186583 0.12536076 0.465633584
## demo$parents_grad_college1 0.02464758 0.001773432 0.01238737 0.003917729
## demo$parents_grad_college2 -0.02786039 -0.010960306 -0.01748411 0.003111126
## 281 282 283 284
## (Intercept) 0.11834642 0.572111012 0.131186583 0.131186583
## demo$parents_grad_college1 0.02105124 -0.009040804 0.001773432 0.001773432
## demo$parents_grad_college2 -0.02887920 0.016215454 -0.010960306 -0.010960306
## 285 286 287 288
## (Intercept) 0.124566636 0.131186583 0.12609805 0.131186583
## demo$parents_grad_college1 0.001875800 0.001773432 0.02902039 0.001773432
## demo$parents_grad_college2 -0.008637817 -0.010960306 -0.03456467 -0.010960306
## 289 290 291 292
## (Intercept) 0.11520639 0.11385505 0.131186583 0.120266242
## demo$parents_grad_college1 0.02700938 0.02399972 0.001773432 0.007884713
## demo$parents_grad_college2 -0.03058087 -0.02995387 -0.010960306 -0.014456171
## 293 294 295 296
## (Intercept) 0.127505546 0.11630952 0.131186583 0.16246258
## demo$parents_grad_college1 0.004105627 0.02655950 0.001773432 0.02396157
## demo$parents_grad_college2 -0.011576727 -0.03168401 -0.010960306 -0.02149611
## 297 298 299 300
## (Intercept) 0.133828074 0.373879423 0.13453532 0.131186583
## demo$parents_grad_college1 0.003523341 0.011377097 0.02689013 0.001773432
## demo$parents_grad_college2 -0.010696113 -0.007589692 -0.02930074 -0.010960306
## 301 302 303 304
## (Intercept) 0.124566636 0.131186583 0.117970138 0.11071197
## demo$parents_grad_college1 0.001875800 0.001773432 0.006137558 0.02161471
## demo$parents_grad_college2 -0.008637817 -0.010960306 -0.012160068 -0.02681079
## 305 306 307 308
## (Intercept) 0.18203752 0.11071197 0.13277409 0.11104303
## demo$parents_grad_college1 0.02039107 0.02161471 0.02613426 0.01782529
## demo$parents_grad_college2 -0.01790349 -0.02681079 -0.02753951 -0.02132790
## 309 310 311 312
## (Intercept) 0.124566636 0.26337561 0.11071197 0.23956753
## demo$parents_grad_college1 0.001875800 0.02479113 0.02161471 0.02121474
## demo$parents_grad_college2 -0.008637817 -0.02607145 -0.02681079 -0.01992586
##
## $f.perms
## [,1]
## [1,] 2.08631501
## [2,] 1.58150035
## [3,] 1.30788424
## [4,] 1.47175599
## [5,] 1.51597081
## [6,] 0.15013402
## [7,] 0.67358406
## [8,] 0.74046155
## [9,] 2.77447640
## [10,] 0.69475603
## [11,] 2.42721197
## [12,] 0.54679079
## [13,] 0.23061933
## [14,] 0.76492361
## [15,] 0.88342700
## [16,] 1.39962887
## [17,] 0.76791872
## [18,] 1.94347738
## [19,] 0.32271435
## [20,] 0.27537169
## [21,] 0.13123332
## [22,] 1.22209588
## [23,] 1.39506607
## [24,] 0.95816148
## [25,] 3.22559175
## [26,] 0.22634032
## [27,] 0.75272668
## [28,] 0.32610797
## [29,] 0.70153731
## [30,] 2.20558732
## [31,] 2.45021345
## [32,] 1.13604269
## [33,] 0.75898836
## [34,] 0.27056576
## [35,] 1.74704145
## [36,] 5.09612284
## [37,] 1.09438146
## [38,] 0.40057132
## [39,] 1.48748874
## [40,] 1.28125253
## [41,] 0.83144646
## [42,] 0.35953310
## [43,] 0.32667388
## [44,] 0.36428899
## [45,] 0.38352835
## [46,] 0.61410265
## [47,] 1.29339260
## [48,] 0.97057992
## [49,] 4.86379230
## [50,] 1.28612016
## [51,] 0.37175150
## [52,] 1.99950140
## [53,] 0.57307941
## [54,] 1.10054875
## [55,] 0.79871728
## [56,] 0.28248956
## [57,] 0.37186694
## [58,] 1.57745100
## [59,] 0.28351795
## [60,] 0.62863075
## [61,] 3.44219468
## [62,] 0.10836171
## [63,] 0.44408571
## [64,] 0.17155181
## [65,] 2.25597995
## [66,] 0.99971996
## [67,] 0.75437417
## [68,] 0.25405409
## [69,] 1.77581672
## [70,] 2.08627834
## [71,] 1.18729867
## [72,] 0.89749392
## [73,] 0.75673799
## [74,] 0.81121111
## [75,] 2.41279690
## [76,] 0.91463907
## [77,] 0.48912289
## [78,] 0.73989822
## [79,] 0.61764156
## [80,] 0.35050233
## [81,] 0.35795455
## [82,] 1.27683997
## [83,] 0.41334836
## [84,] 0.61792310
## [85,] 0.65812781
## [86,] 0.38971682
## [87,] 0.82790320
## [88,] 1.37096135
## [89,] 0.23573590
## [90,] 0.28209802
## [91,] 0.46887586
## [92,] 0.60659220
## [93,] 0.71441201
## [94,] 4.71050656
## [95,] 0.34330409
## [96,] 0.54324884
## [97,] 0.90640087
## [98,] 0.42161052
## [99,] 0.89112045
## [100,] 2.51052042
## [101,] 0.42363130
## [102,] 0.51119029
## [103,] 0.36950693
## [104,] 0.96432550
## [105,] 0.30643098
## [106,] 0.10660124
## [107,] 0.58829647
## [108,] 0.39218395
## [109,] 1.75941438
## [110,] 0.30643799
## [111,] 0.82233425
## [112,] 0.72394007
## [113,] 2.74217921
## [114,] 2.11023923
## [115,] 0.64985113
## [116,] 1.61218389
## [117,] 0.52261063
## [118,] 0.78785144
## [119,] 0.24587184
## [120,] 0.25306014
## [121,] 5.65415749
## [122,] 0.67930446
## [123,] 0.56507921
## [124,] 0.70247802
## [125,] 0.56323172
## [126,] 0.38887046
## [127,] 0.35593104
## [128,] 0.19391558
## [129,] 1.39938987
## [130,] 0.14055980
## [131,] 1.76095511
## [132,] 1.76347580
## [133,] 0.58987259
## [134,] 0.13778452
## [135,] 0.53108998
## [136,] 0.84344827
## [137,] 0.55475200
## [138,] 1.41408317
## [139,] 0.40852728
## [140,] 0.52126226
## [141,] 0.78913975
## [142,] 0.47647167
## [143,] 0.31900301
## [144,] 0.83014478
## [145,] 1.09542191
## [146,] 0.14833371
## [147,] 1.00327663
## [148,] 0.47479533
## [149,] 1.32679096
## [150,] 1.18653361
## [151,] 1.10552697
## [152,] 1.71571219
## [153,] 0.48853017
## [154,] 0.27822818
## [155,] 0.55559393
## [156,] 0.66812254
## [157,] 0.78085233
## [158,] 1.10016237
## [159,] 0.93336745
## [160,] 0.77549677
## [161,] 0.60938705
## [162,] 0.77300091
## [163,] 1.99281334
## [164,] 0.25380674
## [165,] 1.25734133
## [166,] 0.28267786
## [167,] 0.38688912
## [168,] 1.89575385
## [169,] 0.22727808
## [170,] 0.33740839
## [171,] 0.23169886
## [172,] 0.89404913
## [173,] 2.64278391
## [174,] 0.53530028
## [175,] 0.33727433
## [176,] 1.01118535
## [177,] 0.53095799
## [178,] 0.62888469
## [179,] 1.51381745
## [180,] 1.43173173
## [181,] 0.46587725
## [182,] 1.71937275
## [183,] 3.00809557
## [184,] 0.19347826
## [185,] 3.27919172
## [186,] 0.50343154
## [187,] 0.28937310
## [188,] 1.62528760
## [189,] 0.57827734
## [190,] 0.90709356
## [191,] 1.85641074
## [192,] 2.05560903
## [193,] 2.95147676
## [194,] 0.22776794
## [195,] 0.58411698
## [196,] 0.45916753
## [197,] 1.30413344
## [198,] 0.94155771
## [199,] 0.42512601
## [200,] 0.54450970
## [201,] 0.26992174
## [202,] 0.79524755
## [203,] 1.04199147
## [204,] 0.84521287
## [205,] 0.18309950
## [206,] 1.17210264
## [207,] 0.11046519
## [208,] 0.88899088
## [209,] 0.14222801
## [210,] 1.18344128
## [211,] 1.09459263
## [212,] 0.26362711
## [213,] 1.21165773
## [214,] 0.30344464
## [215,] 0.58212621
## [216,] 0.30979536
## [217,] 2.35969214
## [218,] 2.02649752
## [219,] 0.87077242
## [220,] 1.00003615
## [221,] 0.36894439
## [222,] 0.52154771
## [223,] 0.82564433
## [224,] 5.56054150
## [225,] 0.63375840
## [226,] 0.96633915
## [227,] 0.67590385
## [228,] 0.60797074
## [229,] 0.63985494
## [230,] 0.33769033
## [231,] 0.99330165
## [232,] 0.31718593
## [233,] 2.98329075
## [234,] 1.65497895
## [235,] 1.93294015
## [236,] 0.31384201
## [237,] 0.67394588
## [238,] 0.71256969
## [239,] 0.14571000
## [240,] 0.89874761
## [241,] 0.59208845
## [242,] 1.37680818
## [243,] 0.52737724
## [244,] 2.00535672
## [245,] 2.37405258
## [246,] 0.85324337
## [247,] 0.23937992
## [248,] 0.62903153
## [249,] 0.74103256
## [250,] 0.55476553
## [251,] 0.15158999
## [252,] 0.51104465
## [253,] 1.11220962
## [254,] 0.66554335
## [255,] 0.95628653
## [256,] 0.30402407
## [257,] 0.43310582
## [258,] 0.12271186
## [259,] 1.15883974
## [260,] 1.81041011
## [261,] 0.94856600
## [262,] 1.01739490
## [263,] 0.78621764
## [264,] 3.18034123
## [265,] 0.36875718
## [266,] 0.49410569
## [267,] 1.16368143
## [268,] 5.16227700
## [269,] 2.33878626
## [270,] 2.80513592
## [271,] 2.05557658
## [272,] 0.13790389
## [273,] 0.78079303
## [274,] 5.06097874
## [275,] 0.51949532
## [276,] 1.46969048
## [277,] 3.49974000
## [278,] 0.56100605
## [279,] 0.25405116
## [280,] 2.67643628
## [281,] 0.69872103
## [282,] 0.07209345
## [283,] 0.19087678
## [284,] 1.32932684
## [285,] 1.31934554
## [286,] 3.11047210
## [287,] 0.44449859
## [288,] 0.64423946
## [289,] 0.90486347
## [290,] 0.32663211
## [291,] 0.41828070
## [292,] 0.50362554
## [293,] 2.97483392
## [294,] 1.92909865
## [295,] 1.52582381
## [296,] 0.28045824
## [297,] 1.60451782
## [298,] 0.56625944
## [299,] 1.54625953
## [300,] 2.53266491
## [301,] 0.17764021
## [302,] 0.39699892
## [303,] 0.80803331
## [304,] 0.35870159
## [305,] 0.30241307
## [306,] 0.37199991
## [307,] 2.57544385
## [308,] 0.36331537
## [309,] 1.06582554
## [310,] 0.43273322
## [311,] 0.17344425
## [312,] 0.49278100
## [313,] 1.29037032
## [314,] 1.63371326
## [315,] 0.54491114
## [316,] 0.85011515
## [317,] 0.55638019
## [318,] 1.64891363
## [319,] 1.03822653
## [320,] 1.60331184
## [321,] 0.31129675
## [322,] 1.32571096
## [323,] 0.55019278
## [324,] 0.34726011
## [325,] 0.46156699
## [326,] 0.12059341
## [327,] 0.31912644
## [328,] 1.17974243
## [329,] 1.23059919
## [330,] 1.78517949
## [331,] 0.40612957
## [332,] 0.16570121
## [333,] 1.99416676
## [334,] 1.25429729
## [335,] 2.95989120
## [336,] 0.29522897
## [337,] 0.53830002
## [338,] 1.44340416
## [339,] 0.77887369
## [340,] 1.77131596
## [341,] 0.63902071
## [342,] 0.21445591
## [343,] 3.47030251
## [344,] 0.70629678
## [345,] 0.40474559
## [346,] 1.12005127
## [347,] 1.53926762
## [348,] 0.55726094
## [349,] 0.67414268
## [350,] 0.52827488
## [351,] 0.57262877
## [352,] 1.36129626
## [353,] 0.55146315
## [354,] 0.26125572
## [355,] 0.97099677
## [356,] 0.14415603
## [357,] 0.86574114
## [358,] 1.78965382
## [359,] 1.24590782
## [360,] 0.40616418
## [361,] 1.01134342
## [362,] 0.04108183
## [363,] 1.62498002
## [364,] 0.74508151
## [365,] 3.44018562
## [366,] 1.65026689
## [367,] 0.44086703
## [368,] 0.78215425
## [369,] 0.43029264
## [370,] 2.23654812
## [371,] 0.92687661
## [372,] 1.89868842
## [373,] 0.43650519
## [374,] 0.09738538
## [375,] 0.89953362
## [376,] 0.29601480
## [377,] 0.37601064
## [378,] 1.14021884
## [379,] 0.53765394
## [380,] 0.68667378
## [381,] 1.05384285
## [382,] 0.53137670
## [383,] 1.06000570
## [384,] 1.19666334
## [385,] 0.42573723
## [386,] 1.31831750
## [387,] 0.37607311
## [388,] 2.00706591
## [389,] 0.10113569
## [390,] 0.60357816
## [391,] 0.31847271
## [392,] 0.82773619
## [393,] 0.52397604
## [394,] 0.39292986
## [395,] 0.56693862
## [396,] 1.22080630
## [397,] 1.00624031
## [398,] 0.53481764
## [399,] 1.46585850
## [400,] 0.34870619
## [401,] 0.37437167
## [402,] 0.61091342
## [403,] 1.21035369
## [404,] 4.59557065
## [405,] 0.11843201
## [406,] 0.64388660
## [407,] 0.24343406
## [408,] 0.36363114
## [409,] 3.50931279
## [410,] 0.57817432
## [411,] 0.37659954
## [412,] 0.21871619
## [413,] 0.61167625
## [414,] 0.37406712
## [415,] 0.23409979
## [416,] 1.29195985
## [417,] 2.91672256
## [418,] 0.22721430
## [419,] 0.34119773
## [420,] 2.47912734
## [421,] 0.62803276
## [422,] 0.25838034
## [423,] 0.17591153
## [424,] 1.64795906
## [425,] 0.34649114
## [426,] 0.75986811
## [427,] 0.79131295
## [428,] 3.10339683
## [429,] 1.55565180
## [430,] 0.53117197
## [431,] 0.69441313
## [432,] 0.19989362
## [433,] 0.45286207
## [434,] 0.97151973
## [435,] 0.32761072
## [436,] 0.78480722
## [437,] 4.37251065
## [438,] 0.64635706
## [439,] 1.24646804
## [440,] 0.39724974
## [441,] 1.14687867
## [442,] 5.43166162
## [443,] 0.59981493
## [444,] 2.02763709
## [445,] 0.18913829
## [446,] 1.59923687
## [447,] 0.65403127
## [448,] 1.05136080
## [449,] 1.42406640
## [450,] 1.45639153
## [451,] 0.40120142
## [452,] 0.59268449
## [453,] 0.36623975
## [454,] 0.43601421
## [455,] 4.59613557
## [456,] 1.88181766
## [457,] 2.89752589
## [458,] 1.11185219
## [459,] 0.62618975
## [460,] 0.44560361
## [461,] 0.87909528
## [462,] 1.02511058
## [463,] 0.50045804
## [464,] 0.47895464
## [465,] 0.40161637
## [466,] 0.12234912
## [467,] 0.68726009
## [468,] 0.22881486
## [469,] 0.05494632
## [470,] 2.02841849
## [471,] 0.50046627
## [472,] 1.45475189
## [473,] 0.30881724
## [474,] 1.48861968
## [475,] 0.23592833
## [476,] 0.33034638
## [477,] 1.40465924
## [478,] 1.22818128
## [479,] 0.30576555
## [480,] 0.37533913
## [481,] 0.70351108
## [482,] 1.72500734
## [483,] 1.15790790
## [484,] 2.73053527
## [485,] 0.39887390
## [486,] 0.46701610
## [487,] 0.71526452
## [488,] 4.02455356
## [489,] 0.27687481
## [490,] 0.30335575
## [491,] 1.66724856
## [492,] 0.19421902
## [493,] 0.58694185
## [494,] 1.85699861
## [495,] 0.14871468
## [496,] 0.86357227
## [497,] 0.25011832
## [498,] 0.89548662
## [499,] 0.33498844
## [500,] 0.74665235
## [501,] 1.39998797
## [502,] 0.69897165
## [503,] 0.74905264
## [504,] 0.40741976
## [505,] 1.31981044
## [506,] 0.67576253
## [507,] 3.39985273
## [508,] 0.52667586
## [509,] 1.67798112
## [510,] 1.42575083
## [511,] 3.26113234
## [512,] 0.57459617
## [513,] 0.23238838
## [514,] 0.82315292
## [515,] 1.28894545
## [516,] 0.25800662
## [517,] 2.19903833
## [518,] 0.90798350
## [519,] 0.27324860
## [520,] 0.45995186
## [521,] 2.94971639
## [522,] 0.27402008
## [523,] 1.26607066
## [524,] 0.82515367
## [525,] 0.32362746
## [526,] 1.41432979
## [527,] 0.30659774
## [528,] 0.75200442
## [529,] 2.57020809
## [530,] 0.25961227
## [531,] 3.37112586
## [532,] 0.54680148
## [533,] 0.42939403
## [534,] 1.29736998
## [535,] 0.65176710
## [536,] 2.38816534
## [537,] 0.59256756
## [538,] 2.93549436
## [539,] 0.32952721
## [540,] 0.66412955
## [541,] 0.32613241
## [542,] 0.39431424
## [543,] 0.75704173
## [544,] 1.92462539
## [545,] 1.09711455
## [546,] 0.43885430
## [547,] 1.44856216
## [548,] 1.44457259
## [549,] 1.19841562
## [550,] 0.45202018
## [551,] 0.85576454
## [552,] 0.28122933
## [553,] 0.40611844
## [554,] 0.54146218
## [555,] 0.21269242
## [556,] 0.23347342
## [557,] 2.21573271
## [558,] 0.16085642
## [559,] 0.21045909
## [560,] 0.36292969
## [561,] 1.80158610
## [562,] 0.28571831
## [563,] 0.71634161
## [564,] 0.73476198
## [565,] 0.17350102
## [566,] 0.53837720
## [567,] 0.06599013
## [568,] 0.64810408
## [569,] 0.93210660
## [570,] 1.04354765
## [571,] 1.22195096
## [572,] 0.37397740
## [573,] 0.55588106
## [574,] 1.44355009
## [575,] 1.50363731
## [576,] 2.35157199
## [577,] 0.34711408
## [578,] 0.14873170
## [579,] 0.59313813
## [580,] 0.11128256
## [581,] 0.25756879
## [582,] 0.11751186
## [583,] 0.37309374
## [584,] 0.37475727
## [585,] 0.85181208
## [586,] 0.37018019
## [587,] 1.56765705
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## [996,] 2.50109829
## [997,] 0.29025573
## [998,] 0.38922752
## [999,] 0.57527844
##
## $model.matrix
## (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1 1 1 0
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## 225 1 -1 -1
## 226 1 -1 -1
## 227 1 1 0
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## 230 1 -1 -1
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## 233 1 -1 -1
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## 235 1 -1 -1
## 236 1 -1 -1
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## 239 1 -1 -1
## 240 1 -1 -1
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## 242 1 -1 -1
## 243 1 -1 -1
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## 248 1 -1 -1
## 249 1 -1 -1
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## 251 1 -1 -1
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## 253 1 -1 -1
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## 255 1 1 0
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## 263 1 -1 -1
## 264 1 -1 -1
## 265 1 -1 -1
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## 276 1 -1 -1
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## 283 1 1 0
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## 291 1 -1 -1
## 292 1 -1 -1
## 293 1 1 0
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## 295 1 -1 -1
## 296 1 -1 -1
## 297 1 -1 -1
## 298 1 1 0
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## 300 1 1 0
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## 302 1 1 0
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## 305 1 1 0
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## 308 1 -1 -1
## 309 1 -1 -1
## 310 1 -1 -1
## 311 1 -1 -1
## 312 1 -1 -1
##
## $terms
## im ~ demo$parents_grad_college
## attr(,"variables")
## list(im, demo$parents_grad_college)
## attr(,"factors")
## demo$parents_grad_college
## im 0
## demo$parents_grad_college 1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to First Generation Student status.
Self-Determination
Now, Self-Determination:
And an Adonis
test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$parents_grad_college 2 0.0591 0.029552 1.2083 0.00776 0.275
## Residuals 309 7.5577 0.024459 0.99224
## Total 311 7.6168 1.00000
##
## $call
## adonis(formula = sd ~ demo$parents_grad_college)
##
## $coefficients
## sd1 sd2 sd3 sd4
## (Intercept) 4.0099004 4.0492999 4.00923127 3.7950306
## demo$parents_grad_college1 -0.1442288 -0.2284044 -0.08385814 -0.1383142
## demo$parents_grad_college2 0.3650996 0.4507001 0.24076873 0.3299694
## sd5
## (Intercept) 3.8832341
## demo$parents_grad_college1 -0.2414431
## demo$parents_grad_college2 0.4917659
##
## $coef.sites
## 1 2 3 4
## (Intercept) 0.13118043 0.11193604 0.12052990 0.13684843
## demo$parents_grad_college1 0.02579650 0.02235443 0.01798306 0.01606163
## demo$parents_grad_college2 -0.05428489 -0.03911910 -0.03415302 -0.02250442
## 5 6 7 8
## (Intercept) 0.13118043 0.12071829 0.11299129 0.13118043
## demo$parents_grad_college1 0.02579650 0.01081403 0.01895029 0.02579650
## demo$parents_grad_college2 -0.05428489 -0.01331871 -0.02598619 -0.05428489
## 9 10 11 12
## (Intercept) 0.197804560 0.47106403 0.204221340 0.10520372
## demo$parents_grad_college1 -0.001517647 -0.01472233 -0.001893441 0.02299677
## demo$parents_grad_college2 0.010523046 0.03429716 0.012170783 -0.03791361
## 13 14 15 16
## (Intercept) 0.10902214 0.09921244 0.13118043 0.09921244
## demo$parents_grad_college1 0.02344500 0.02181419 0.02579650 0.02181419
## demo$parents_grad_college2 -0.03591807 -0.03183053 -0.05428489 -0.03183053
## 17 18 19 20
## (Intercept) 0.09921244 0.154530521 0.12084154 0.12071829
## demo$parents_grad_college1 0.02181419 0.005983052 0.02387524 0.01081403
## demo$parents_grad_college2 -0.03183053 -0.003202063 -0.04280474 -0.01331871
## 21 22 23 24
## (Intercept) 0.135610081 0.227495894 0.369552672 0.11536082
## demo$parents_grad_college1 0.007450818 -0.003667603 -0.009369345 0.02160874
## demo$parents_grad_college2 -0.006585528 0.015822889 0.036879269 -0.02854341
## 25 26 27 28
## (Intercept) 0.09921244 0.57516885 0.11193604 0.12973948
## demo$parents_grad_college1 0.02181419 -0.02303497 0.02235443 0.01803985
## demo$parents_grad_college2 -0.03183053 0.04429192 -0.03911910 -0.02233990
## 29 30 31 32
## (Intercept) 0.13118043 0.235852795 0.12660839 0.32571520
## demo$parents_grad_college1 0.02579650 -0.004551197 0.02482159 -0.01005726
## demo$parents_grad_college2 -0.05428489 0.015799321 -0.04919019 0.03601729
## 33 34 35 36
## (Intercept) 0.138115080 0.11209484 0.12163940 0.10900633
## demo$parents_grad_college1 0.010273335 0.01425070 0.01564401 0.02330308
## demo$parents_grad_college2 -0.009300611 -0.01833298 -0.02118427 -0.04200334
## 37 38 39 40
## (Intercept) 0.10220488 0.13118043 0.32571520 0.12940901
## demo$parents_grad_college1 0.02396956 0.02579650 -0.01005726 0.02391785
## demo$parents_grad_college2 -0.04086715 -0.05428489 0.03601729 -0.04643525
## 41 42 43 44
## (Intercept) 0.13118043 0.12940901 0.12353563 0.11702473
## demo$parents_grad_college1 0.02579650 0.02391785 0.02458943 0.02508975
## demo$parents_grad_college2 -0.05428489 -0.04643525 -0.04549882 -0.05022530
## 45 46 47 48
## (Intercept) 0.13118043 0.170988997 0.153790792 0.32571520
## demo$parents_grad_college1 0.02579650 0.002248069 0.006789061 -0.01005726
## demo$parents_grad_college2 -0.05428489 0.004276264 -0.002239518 0.03601729
## 49 50 51 52
## (Intercept) 0.13820857 0.10900633 0.57516885 0.11367814
## demo$parents_grad_college1 0.01021465 0.02330308 -0.02303497 0.01820854
## demo$parents_grad_college2 -0.01708720 -0.04200334 0.04429192 -0.02686073
## 53 54 55 56
## (Intercept) 0.153790792 0.57516885 0.12163940 0.1598080820
## demo$parents_grad_college1 0.006789061 -0.02303497 0.01564401 0.0064307923
## demo$parents_grad_college2 -0.002239518 0.04429192 -0.02118427 -0.0006810509
## 57 58 59 60
## (Intercept) 0.11580475 0.10520372 0.11162596 0.14489794
## demo$parents_grad_college1 0.02124526 0.02299677 0.02549849 0.01489113
## demo$parents_grad_college2 -0.03541608 -0.03791361 -0.04462297 -0.01587339
## 61 62 63 64
## (Intercept) 0.12084154 0.11433064 0.09921244 0.185677394
## demo$parents_grad_college1 0.02387524 0.02437556 0.02181419 0.002926673
## demo$parents_grad_college2 -0.04280474 -0.04753121 -0.03183053 0.005212867
## 65 66 67 68
## (Intercept) 0.12071829 0.1991131340 0.12660839 0.169109866
## demo$parents_grad_college1 0.01081403 0.0002985495 0.02482159 0.006396175
## demo$parents_grad_college2 -0.01331871 0.0092144723 -0.04919019 -0.002629894
## 69 70 71 72
## (Intercept) 0.11811096 0.11209484 0.12291122 0.09921244
## demo$parents_grad_college1 0.02336991 0.01425070 0.02580706 0.02181419
## demo$parents_grad_college2 -0.04575598 -0.01833298 -0.05092780 -0.03183053
## 73 74 75 76
## (Intercept) 0.10738806 0.12163940 0.13118043 0.135610081
## demo$parents_grad_college1 0.01868487 0.01564401 0.02579650 0.007450818
## demo$parents_grad_college2 -0.02732741 -0.02118427 -0.05428489 -0.006585528
## 77 78 79 80
## (Intercept) 0.10520372 0.51662123 0.1519517909 0.09921244
## demo$parents_grad_college1 0.02299677 -0.02339064 0.0030706826 0.02181419
## demo$parents_grad_college2 -0.03791361 0.04368080 -0.0004005173 -0.03183053
## 81 82 83 84
## (Intercept) 0.13118043 0.13118043 0.330537605 0.142266124
## demo$parents_grad_college1 0.02579650 0.02579650 -0.008107161 0.006951748
## demo$parents_grad_college2 -0.05428489 -0.05428489 0.031194879 -0.006098713
## 85 86 87 88
## (Intercept) 0.12407478 0.10902214 0.32571520 0.41838108
## demo$parents_grad_college1 0.01838205 0.02344500 -0.01005726 -0.01800885
## demo$parents_grad_college2 -0.02381806 -0.03591807 0.03601729 0.03581690
## 89 90 91 92
## (Intercept) 0.11580334 0.12891790 0.09921244 0.09921244
## demo$parents_grad_college1 0.02132776 0.01382660 0.02181419 0.02181419
## demo$parents_grad_college2 -0.03730458 -0.01457388 -0.03183053 -0.03183053
## 93 94 95 96
## (Intercept) 0.10900633 0.09921244 0.2142050938 0.11797783
## demo$parents_grad_college1 0.02330308 0.02181419 -0.0001536902 0.02480090
## demo$parents_grad_college2 -0.04200334 -0.03183053 0.0099995286 -0.04562285
## 97 98 99 100
## (Intercept) 0.13118043 0.41411774 0.10738806 0.10634107
## demo$parents_grad_college1 0.02579650 -0.01615016 0.01868487 0.02119694
## demo$parents_grad_college2 -0.05428489 0.04008024 -0.02732741 -0.03323700
## 101 102 103 104
## (Intercept) 0.13118043 0.09921244 0.22650113 0.1519517909
## demo$parents_grad_college1 0.02579650 0.02181419 -0.00469203 0.0030706826
## demo$parents_grad_college2 -0.05428489 -0.03183053 0.01681765 -0.0004005173
## 105 106 107 108
## (Intercept) 0.13118043 0.180225925 0.10520372 0.228818039
## demo$parents_grad_college1 0.02579650 0.002463512 0.02299677 -0.001559989
## demo$parents_grad_college2 -0.05428489 0.002615094 -0.03791361 0.014500744
## 109 110 111 112
## (Intercept) 0.204952027 0.154530521 0.09921244 0.12304118
## demo$parents_grad_college1 -0.003582391 0.005983052 0.02181419 0.02440686
## demo$parents_grad_college2 0.011440095 -0.003202063 -0.03183053 -0.05105777
## 113 114 115 116
## (Intercept) 0.09921244 0.11580475 0.11209484 0.198796970
## demo$parents_grad_college1 0.02181419 0.02124526 0.01425070 0.006247639
## demo$parents_grad_college2 -0.03183053 -0.03541608 -0.01833298 -0.012036849
## 117 118 119 120
## (Intercept) 0.11209484 0.12304118 0.135610081 0.10789512
## demo$parents_grad_college1 0.01425070 0.02440686 0.007450818 0.02506200
## demo$parents_grad_college2 -0.01833298 -0.05105777 -0.006585528 -0.04657395
## 121 122 123 124
## (Intercept) 0.09921244 0.12067192 0.12940901 0.13061924
## demo$parents_grad_college1 0.02181419 0.02551509 0.02391785 0.01790197
## demo$parents_grad_college2 -0.03183053 -0.04831693 -0.04643525 -0.03350785
## 125 126 127 128
## (Intercept) 0.12810728 0.12973948 0.2638890118 0.170988997
## demo$parents_grad_college1 0.01515655 0.01803985 -0.0002570579 0.002248069
## demo$parents_grad_college2 -0.02070771 -0.02233990 0.0165250840 0.004276264
## 129 130 131 132
## (Intercept) 0.12304118 0.13118043 0.11209484 0.14606737
## demo$parents_grad_college1 0.02440686 0.02579650 0.01425070 0.01445127
## demo$parents_grad_college2 -0.05105777 -0.05428489 -0.01833298 -0.02647824
## 133 134 135 136
## (Intercept) 0.32571520 0.12688840 0.11689159 0.13118043
## demo$parents_grad_college1 -0.01005726 0.01746549 0.02652074 0.02579650
## demo$parents_grad_college2 0.03601729 -0.03545883 -0.05009217 -0.05428489
## 137 138 139 140
## (Intercept) 0.13118043 0.09921244 0.136331335 0.12291122
## demo$parents_grad_college1 0.02579650 0.02181419 0.006667441 0.02580706
## demo$parents_grad_college2 -0.05428489 -0.03183053 -0.007516865 -0.05092780
## 141 142 143 144
## (Intercept) 0.1519517909 0.163969251 0.12067192 0.177905605
## demo$parents_grad_college1 0.0030706826 0.008693558 0.02551509 0.000246609
## demo$parents_grad_college2 -0.0004005173 -0.005065037 -0.04831693 0.005172156
## 145 146 147 148
## (Intercept) 0.2280608694 0.11800296 0.09921244 0.32571520
## demo$parents_grad_college1 0.0001870313 0.01567100 0.02181419 -0.01005726
## demo$parents_grad_college2 0.0152579136 -0.02493778 -0.03183053 0.03601729
## 149 150 151 152
## (Intercept) 0.46237790 0.228324667 0.11954688 0.13118043
## demo$parents_grad_college1 -0.02118868 0.010338967 0.01952450 0.02579650
## demo$parents_grad_college2 0.04298330 -0.004120045 -0.03323846 -0.05428489
## 153 154 155 156
## (Intercept) 0.12352104 0.1598080820 0.12052990 0.13118043
## demo$parents_grad_college1 0.01340152 0.0064307923 0.01798306 0.02579650
## demo$parents_grad_college2 -0.02334893 -0.0006810509 -0.03415302 -0.05428489
## 157 158 159 160
## (Intercept) 0.13118043 0.13118043 0.11209484 0.13727853
## demo$parents_grad_college1 0.02579650 0.02579650 0.01425070 0.01163529
## demo$parents_grad_college2 -0.05428489 -0.05428489 -0.01833298 -0.01560692
## 161 162 163 164
## (Intercept) 0.10738806 0.09921244 0.11702473 0.138115080
## demo$parents_grad_college1 0.01868487 0.02181419 0.02508975 0.010273335
## demo$parents_grad_college2 -0.02732741 -0.03183053 -0.05022530 -0.009300611
## 165 166 167 168
## (Intercept) 0.13118043 0.10789512 0.11193604 0.10634107
## demo$parents_grad_college1 0.02579650 0.02506200 0.02235443 0.02119694
## demo$parents_grad_college2 -0.05428489 -0.04657395 -0.03911910 -0.03323700
## 169 170 171 172
## (Intercept) 0.12304118 0.10220488 0.138115080 0.225743964
## demo$parents_grad_college1 0.02440686 0.02396956 0.010273335 -0.002945009
## demo$parents_grad_college2 -0.05105777 -0.04086715 -0.009300611 0.017574819
## 173 174 175 176
## (Intercept) 0.1974216183 0.10738806 0.32571520 0.1871425337
## demo$parents_grad_college1 0.0009950404 0.01868487 -0.01005726 0.0004620521
## demo$parents_grad_college2 0.0109059880 -0.02732741 0.03601729 0.0035109851
## 177 178 179 180
## (Intercept) 0.32571520 0.32571520 0.160646275 0.09921244
## demo$parents_grad_college1 -0.01005726 -0.01005726 0.006277859 0.02181419
## demo$parents_grad_college2 0.03601729 0.03601729 -0.001742060 -0.03183053
## 181 182 183 184
## (Intercept) 0.12291122 0.11536082 0.12660839 0.217030235
## demo$parents_grad_college1 0.02580706 0.02160874 0.02482159 0.004110484
## demo$parents_grad_college2 -0.05092780 -0.02854341 -0.04919019 0.007174387
## 185 186 187 188
## (Intercept) 0.12940901 0.153790792 0.11842297 0.296404659
## demo$parents_grad_college1 0.02391785 0.006789061 0.02352317 -0.003563274
## demo$parents_grad_college2 -0.04643525 -0.002239518 -0.03992422 0.023406291
## 189 190 191 192
## (Intercept) 0.12660839 0.13118043 0.14489794 0.09921244
## demo$parents_grad_college1 0.02482159 0.02579650 0.01489113 0.02181419
## demo$parents_grad_college2 -0.04919019 -0.05428489 -0.01587339 -0.03183053
## 193 194 195 196
## (Intercept) 0.13118043 0.12291122 0.09921244 0.10900633
## demo$parents_grad_college1 0.02579650 0.02580706 0.02181419 0.02330308
## demo$parents_grad_college2 -0.05428489 -0.05092780 -0.03183053 -0.04200334
## 197 198 199 200
## (Intercept) 0.11433064 0.258492613 0.11299129 0.13118043
## demo$parents_grad_college1 0.02437556 -0.003029189 0.01895029 0.02579650
## demo$parents_grad_college2 -0.04753121 0.021921483 -0.02598619 -0.05428489
## 201 202 203 204
## (Intercept) 0.09921244 0.13118043 0.10900633 0.11811096
## demo$parents_grad_college1 0.02181419 0.02579650 0.02330308 0.02336991
## demo$parents_grad_college2 -0.03183053 -0.05428489 -0.04200334 -0.04575598
## 205 206 207 208
## (Intercept) 0.170988997 0.57516885 0.12163940 0.1354379
## demo$parents_grad_college1 0.002248069 -0.02303497 0.01564401 0.0191050
## demo$parents_grad_college2 0.004276264 0.04429192 -0.02118427 -0.0392396
## 209 210 211 212
## (Intercept) 0.10634107 0.10738806 0.09921244 0.11367814
## demo$parents_grad_college1 0.02119694 0.01868487 0.02181419 0.01820854
## demo$parents_grad_college2 -0.03323700 -0.02732741 -0.03183053 -0.02686073
## 213 214 215 216
## (Intercept) 0.10789512 0.13118043 0.12071829 0.51859644
## demo$parents_grad_college1 0.02506200 0.02579650 0.01081403 -0.01844988
## demo$parents_grad_college2 -0.04657395 -0.05428489 -0.01331871 0.04170559
## 217 218 219 220
## (Intercept) 0.11536082 0.09921244 0.12848450 0.11433064
## demo$parents_grad_college1 0.02160874 0.02181419 0.01565867 0.02437556
## demo$parents_grad_college2 -0.02854341 -0.03183053 -0.02452734 -0.04753121
## 221 222 223 224
## (Intercept) 0.154530521 0.13118043 0.13118043 0.46319504
## demo$parents_grad_college1 0.005983052 0.02579650 0.02579650 -0.01757741
## demo$parents_grad_college2 -0.003202063 -0.05428489 -0.05428489 0.04216615
## 225 226 227 228
## (Intercept) 0.258120499 0.11209484 0.11811096 0.11566688
## demo$parents_grad_college1 -0.003926674 0.01425070 0.02336991 0.02279092
## demo$parents_grad_college2 0.022293596 -0.01833298 -0.04575598 -0.03716812
## 229 230 231 232
## (Intercept) 0.11811096 0.11433064 0.290366472 0.12084154
## demo$parents_grad_college1 0.02336991 0.02437556 -0.007422184 0.02387524
## demo$parents_grad_college2 -0.04575598 -0.04753121 0.029444479 -0.04280474
## 233 234 235 236
## (Intercept) 0.186436530 0.12292991 0.32571520 0.09921244
## demo$parents_grad_college1 0.002096672 0.01917564 -0.01005726 0.02181419
## demo$parents_grad_college2 0.004216989 -0.03049130 0.03601729 -0.03183053
## 237 238 239 240
## (Intercept) 0.09921244 0.13906228 0.12071829 0.143950746
## demo$parents_grad_college1 0.02181419 0.01524119 0.01081403 0.009923275
## demo$parents_grad_college2 -0.03183053 -0.01739066 -0.01331871 -0.007783336
## 241 242 243 244
## (Intercept) 0.09921244 0.144295826 0.11842297 0.13118043
## demo$parents_grad_college1 0.02181419 0.007654165 0.02352317 0.02579650
## demo$parents_grad_college2 -0.03183053 -0.008128415 -0.03992422 -0.05428489
## 245 246 247 248
## (Intercept) 0.32571520 0.197804560 0.10738806 0.11433064
## demo$parents_grad_college1 -0.01005726 -0.001517647 0.01868487 0.02437556
## demo$parents_grad_college2 0.03601729 0.010523046 -0.02732741 -0.04753121
## 249 250 251 252
## (Intercept) 0.09921244 0.13118043 0.10738806 0.13627816
## demo$parents_grad_college1 0.02181419 0.02579650 0.01868487 0.01311569
## demo$parents_grad_college2 -0.03183053 -0.05428489 -0.02732741 -0.01681404
## 253 254 255 256
## (Intercept) 0.18086073 0.10634107 0.11209484 0.142266124
## demo$parents_grad_college1 0.01015812 0.02119694 0.01425070 0.006951748
## demo$parents_grad_college2 -0.00559547 -0.03323700 -0.01833298 -0.006098713
## 257 258 259 260
## (Intercept) 0.10220488 0.10520372 0.11176242 0.11842297
## demo$parents_grad_college1 0.02396956 0.02299677 0.02403533 0.02352317
## demo$parents_grad_college2 -0.04086715 -0.03791361 -0.04475943 -0.03992422
## 261 262 263 264
## (Intercept) 0.09921244 0.1519517909 0.135610081 0.57516885
## demo$parents_grad_college1 0.02181419 0.0030706826 0.007450818 -0.02303497
## demo$parents_grad_college2 -0.03183053 -0.0004005173 -0.006585528 0.04429192
## 265 266 267 268
## (Intercept) 0.57516885 0.13118043 0.170988997 0.11797783
## demo$parents_grad_college1 -0.02303497 0.02579650 0.002248069 0.02480090
## demo$parents_grad_college2 0.04429192 -0.05428489 0.004276264 -0.04562285
## 269 270 271 272
## (Intercept) 0.188334340 0.09921244 0.09921244 0.09921244
## demo$parents_grad_college1 0.005934792 0.02181419 0.02181419 0.02181419
## demo$parents_grad_college2 0.002319179 -0.03183053 -0.03183053 -0.03183053
## 273 274 275 276
## (Intercept) 0.14354344 0.12519927 0.143950746 0.11954688
## demo$parents_grad_college1 0.01558767 0.02289021 0.009923275 0.01952450
## demo$parents_grad_college2 -0.02426701 -0.03941870 -0.007783336 -0.03323846
## 277 278 279 280
## (Intercept) 0.09921244 0.11455567 0.10634107 0.32571520
## demo$parents_grad_college1 0.02181419 0.02454984 0.02119694 -0.01005726
## demo$parents_grad_college2 -0.03183053 -0.04173873 -0.03323700 0.03601729
## 281 282 283 284
## (Intercept) 0.09921244 0.11433064 0.170988997 0.12166725
## demo$parents_grad_college1 0.02181419 0.02437556 0.002248069 0.01618323
## demo$parents_grad_college2 -0.03183053 -0.04753121 0.004276264 -0.02947641
## 285 286 287 288
## (Intercept) 0.13118043 0.163969251 0.13906228 0.10520372
## demo$parents_grad_college1 0.02579650 0.008693558 0.01524119 0.02299677
## demo$parents_grad_college2 -0.05428489 -0.005065037 -0.01739066 -0.03791361
## 289 290 291 292
## (Intercept) 0.13978353 0.17354011 0.13118043 0.10900633
## demo$parents_grad_college1 0.01445781 0.01636153 0.02579650 0.02330308
## demo$parents_grad_college2 -0.01832200 -0.01463589 -0.05428489 -0.04200334
## 293 294 295 296
## (Intercept) 0.13118043 0.12163940 0.09921244 0.14351870
## demo$parents_grad_college1 0.02579650 0.01564401 0.02181419 0.02074488
## demo$parents_grad_college2 -0.05428489 -0.02118427 -0.03183053 -0.04233301
## 297 298 299 300
## (Intercept) 0.12940901 0.41289373 0.16336165 0.13118043
## demo$parents_grad_college1 0.02391785 -0.01803560 0.01445703 0.02579650
## demo$parents_grad_college2 -0.04643525 0.04130426 -0.01181038 -0.05428489
## 301 302 303 304
## (Intercept) 0.13118043 0.16478432 0.11367814 0.12688840
## demo$parents_grad_college1 0.02579650 0.01206734 0.01820854 0.01746549
## demo$parents_grad_college2 -0.05428489 -0.01345586 -0.02686073 -0.03545883
## 305 306 307 308
## (Intercept) 0.13030904 0.10900633 0.10789512 0.36796136
## demo$parents_grad_college1 0.01300249 0.02330308 0.02506200 -0.01338968
## demo$parents_grad_college2 -0.02504148 -0.04200334 -0.04657395 0.03847058
## 309 310 311 312
## (Intercept) 0.208269985 0.29182237 0.12810728 0.12071829
## demo$parents_grad_college1 0.003033119 -0.00538784 0.01515655 0.01081403
## demo$parents_grad_college2 0.007870121 0.02798858 -0.02070771 -0.01331871
##
## $f.perms
## [,1]
## [1,] 1.053782933
## [2,] 0.555825848
## [3,] 0.611811944
## [4,] 1.570821309
## [5,] 0.358078301
## [6,] 0.239336882
## [7,] 0.920173969
## [8,] 0.414847005
## [9,] 3.216243777
## [10,] 0.707981126
## [11,] 0.415534005
## [12,] 0.991316702
## [13,] 0.885100249
## [14,] 1.953474997
## [15,] 0.982714139
## [16,] 0.469544977
## [17,] 0.600578526
## [18,] 3.369910335
## [19,] 0.495873577
## [20,] 0.418922220
## [21,] 0.358144456
## [22,] 0.689264785
## [23,] 1.105085008
## [24,] 0.305602360
## [25,] 0.364303278
## [26,] 0.691101663
## [27,] 0.493994727
## [28,] 0.509845390
## [29,] 0.249704945
## [30,] 0.087682071
## [31,] 0.316556551
## [32,] 1.780353106
## [33,] 1.694226646
## [34,] 0.908178200
## [35,] 1.312560254
## [36,] 1.360997692
## [37,] 0.775566350
## [38,] 1.522341737
## [39,] 0.952697658
## [40,] 1.128621790
## [41,] 1.730788232
## [42,] 0.326726742
## [43,] 0.383200235
## [44,] 0.964701119
## [45,] 1.106803871
## [46,] 0.866805412
## [47,] 0.602319510
## [48,] 1.073287914
## [49,] 2.871024097
## [50,] 1.876001418
## [51,] 0.307730488
## [52,] 2.940883012
## [53,] 0.688783002
## [54,] 0.427521324
## [55,] 1.200849668
## [56,] 0.399001843
## [57,] 1.264834926
## [58,] 1.955053476
## [59,] 0.195113219
## [60,] 0.305270768
## [61,] 2.884717810
## [62,] 0.724316266
## [63,] 0.772196371
## [64,] 1.030399642
## [65,] 1.514685328
## [66,] 0.913778506
## [67,] 0.687474524
## [68,] 0.458815090
## [69,] 3.566391608
## [70,] 4.701434172
## [71,] 0.602322551
## [72,] 0.597892138
## [73,] 1.587474793
## [74,] 0.124959966
## [75,] 0.516838456
## [76,] 0.404386175
## [77,] 0.354145850
## [78,] 1.173597825
## [79,] -0.080042297
## [80,] 1.514005465
## [81,] 0.071933464
## [82,] 0.319775337
## [83,] 1.297975031
## [84,] 1.128077756
## [85,] 1.115114142
## [86,] 1.142108168
## [87,] 0.758346270
## [88,] 1.053391133
## [89,] 0.653599844
## [90,] 0.397986564
## [91,] 2.650167346
## [92,] 0.342104124
## [93,] 0.293322193
## [94,] 2.577614228
## [95,] 1.496843196
## [96,] 0.433031207
## [97,] 0.152865228
## [98,] 0.056932587
## [99,] 2.522120431
## [100,] 2.038810140
## [101,] 0.571536506
## [102,] 0.906938436
## [103,] 0.700993534
## [104,] 1.241058036
## [105,] 0.163135453
## [106,] 0.593180016
## [107,] 0.560272848
## [108,] 0.872621160
## [109,] 3.508391810
## [110,] 0.433086263
## [111,] 0.217965714
## [112,] 0.376576139
## [113,] 0.575326142
## [114,] 0.916959554
## [115,] 0.358647336
## [116,] 0.505915917
## [117,] 0.567261374
## [118,] 0.369772845
## [119,] 0.693687334
## [120,] 0.509114248
## [121,] 5.538459050
## [122,] 0.214717709
## [123,] 0.216394724
## [124,] 0.272435729
## [125,] 1.266686134
## [126,] 1.094042489
## [127,] 0.282839250
## [128,] 0.607928262
## [129,] 3.094552227
## [130,] 1.303621150
## [131,] 0.502182936
## [132,] 1.843103446
## [133,] 1.236601962
## [134,] 0.275296095
## [135,] 0.191275597
## [136,] 0.121141676
## [137,] 0.382821087
## [138,] 0.414210290
## [139,] 0.530246061
## [140,] 1.434607918
## [141,] 0.452695164
## [142,] 0.459748119
## [143,] 0.349677655
## [144,] 0.841594676
## [145,] 1.219719861
## [146,] 0.493012684
## [147,] 0.269892621
## [148,] 1.159916135
## [149,] 0.614841130
## [150,] 0.646424155
## [151,] 0.532861753
## [152,] 2.318584850
## [153,] 0.171819330
## [154,] 0.668655983
## [155,] 0.322229976
## [156,] 0.531369781
## [157,] 0.646031526
## [158,] 0.934755209
## [159,] 0.746768906
## [160,] 1.221252459
## [161,] 0.627042808
## [162,] 0.685038948
## [163,] 1.377901011
## [164,] 0.430350125
## [165,] 0.794349565
## [166,] 0.721767248
## [167,] 0.250593500
## [168,] 3.919567519
## [169,] 1.130857944
## [170,] 0.257486729
## [171,] 0.699120542
## [172,] 0.995634568
## [173,] 2.078107483
## [174,] 0.218175901
## [175,] 0.520251024
## [176,] 0.674726856
## [177,] 0.306853800
## [178,] 1.116338439
## [179,] 3.226552669
## [180,] 1.476945457
## [181,] 0.702757491
## [182,] 1.067243253
## [183,] 2.785855841
## [184,] 0.592843359
## [185,] 1.419462853
## [186,] 0.536643387
## [187,] 0.337146881
## [188,] 1.136080298
## [189,] 0.288383440
## [190,] 0.329435903
## [191,] 2.734511206
## [192,] 1.330525044
## [193,] 2.132956073
## [194,] 0.292526740
## [195,] 0.625061887
## [196,] 0.966647300
## [197,] 0.467399472
## [198,] 1.237000517
## [199,] 0.265990069
## [200,] 1.363426754
## [201,] 0.589023950
## [202,] 0.403699657
## [203,] 1.127702518
## [204,] 1.410063939
## [205,] 0.990882348
## [206,] 0.576171683
## [207,] 0.220317880
## [208,] 0.682647906
## [209,] 0.213134890
## [210,] 1.703557906
## [211,] 1.160724427
## [212,] 0.491631524
## [213,] 0.115586803
## [214,] 0.379009921
## [215,] 1.751418568
## [216,] 0.458864020
## [217,] 3.956961280
## [218,] 0.561186645
## [219,] 0.634677457
## [220,] 1.591995292
## [221,] 0.059770483
## [222,] 0.546960872
## [223,] 0.756559779
## [224,] 7.346060020
## [225,] 0.508698204
## [226,] 2.061678737
## [227,] 0.200324545
## [228,] 1.001761269
## [229,] 1.087275626
## [230,] 0.161487840
## [231,] 0.228006588
## [232,] 0.182120707
## [233,] 3.943694012
## [234,] 2.106036088
## [235,] 0.605290467
## [236,] 0.658803841
## [237,] 0.518674624
## [238,] 0.689711088
## [239,] 0.250881674
## [240,] 1.535706893
## [241,] 1.069882333
## [242,] 1.299404546
## [243,] 0.452035101
## [244,] 1.780180406
## [245,] 1.406796273
## [246,] 0.250119235
## [247,] 0.274448458
## [248,] 0.165016462
## [249,] 0.338530913
## [250,] 0.394426024
## [251,] 1.487618861
## [252,] 0.235517826
## [253,] 2.339663203
## [254,] 1.740065308
## [255,] 0.422339117
## [256,] 0.241189663
## [257,] 0.363387286
## [258,] 0.471302754
## [259,] 0.315018699
## [260,] 2.479374465
## [261,] 0.644317455
## [262,] 1.276093966
## [263,] 2.017640777
## [264,] 2.611745111
## [265,] 0.784749359
## [266,] 1.139561750
## [267,] -0.005507840
## [268,] 5.377235027
## [269,] 0.349815706
## [270,] 2.608649963
## [271,] 0.524670403
## [272,] 0.760050230
## [273,] 1.077382149
## [274,] 7.443514223
## [275,] 0.596506892
## [276,] 0.674203094
## [277,] 1.186799619
## [278,] 0.774411344
## [279,] 0.161815530
## [280,] 1.820323449
## [281,] 0.972389422
## [282,] 0.485464001
## [283,] 0.394795380
## [284,] 1.144634718
## [285,] 2.489120654
## [286,] 5.650283116
## [287,] 0.412425805
## [288,] 0.313434918
## [289,] 0.139690539
## [290,] 0.227982167
## [291,] 0.469881061
## [292,] 0.513945563
## [293,] 1.241124126
## [294,] 1.795550489
## [295,] 1.221220457
## [296,] 0.348699288
## [297,] 0.647440858
## [298,] 0.144873273
## [299,] 1.995761430
## [300,] 1.981533785
## [301,] 1.482872892
## [302,] 0.593443142
## [303,] 0.515699108
## [304,] 1.085338237
## [305,] 1.025393119
## [306,] 0.384895318
## [307,] 0.975277325
## [308,] 0.798442345
## [309,] 0.736383305
## [310,] 0.858491301
## [311,] 1.187499081
## [312,] 0.410267836
## [313,] 1.723784552
## [314,] 2.752635728
## [315,] 3.219289549
## [316,] 0.429331766
## [317,] 0.227310766
## [318,] 0.754612855
## [319,] 2.751771760
## [320,] 2.157803687
## [321,] 0.429708144
## [322,] 1.574573953
## [323,] 0.212659066
## [324,] 0.445338468
## [325,] 1.017059467
## [326,] 0.184842487
## [327,] 1.139516959
## [328,] 1.457013701
## [329,] 0.455626329
## [330,] 1.392023218
## [331,] 0.208847795
## [332,] 0.522857389
## [333,] 2.773404064
## [334,] 1.960290844
## [335,] 1.749217957
## [336,] 0.209503201
## [337,] 0.537719257
## [338,] 1.075030038
## [339,] 0.873636099
## [340,] 0.096030516
## [341,] 0.786937209
## [342,] 0.211662367
## [343,] 0.518759423
## [344,] 2.448976921
## [345,] 1.042550004
## [346,] 1.515778131
## [347,] 1.347927283
## [348,] 1.053552760
## [349,] 1.873847998
## [350,] 0.376498475
## [351,] 0.678367957
## [352,] 0.426617270
## [353,] 0.812092261
## [354,] 0.583383628
## [355,] 1.457304240
## [356,] 0.787652086
## [357,] 0.507112833
## [358,] 0.997608834
## [359,] 0.701680997
## [360,] 0.738773979
## [361,] 1.032324286
## [362,] 0.381346615
## [363,] 1.575125461
## [364,] 1.313387085
## [365,] 2.996977003
## [366,] 1.173650863
## [367,] 1.542025627
## [368,] 0.526128152
## [369,] 0.156952119
## [370,] 0.711021791
## [371,] 0.147985211
## [372,] 1.062893605
## [373,] 0.396086611
## [374,] 0.330717281
## [375,] 1.198756232
## [376,] 0.348592852
## [377,] 0.597870942
## [378,] 0.955089119
## [379,] 0.857689147
## [380,] 0.411593935
## [381,] 2.269912767
## [382,] 2.269392141
## [383,] 3.674929803
## [384,] 0.404558145
## [385,] 1.518606006
## [386,] 0.647876318
## [387,] 0.685374752
## [388,] 0.393134112
## [389,] 0.772207978
## [390,] 1.035331541
## [391,] 0.533584585
## [392,] 0.568164213
## [393,] 1.220574604
## [394,] 0.203466555
## [395,] 0.570107109
## [396,] 2.002389249
## [397,] 1.555500222
## [398,] 0.420121475
## [399,] 1.039040749
## [400,] 0.514598601
## [401,] 0.504931129
## [402,] 0.145553682
## [403,] 0.535330843
## [404,] 3.266772958
## [405,] 0.557462410
## [406,] 0.965473282
## [407,] 0.459749162
## [408,] 0.451978979
## [409,] 5.156835465
## [410,] 0.503627129
## [411,] 0.570933310
## [412,] 0.302240746
## [413,] 0.662699460
## [414,] 0.383870587
## [415,] 0.866411589
## [416,] 1.556442830
## [417,] 3.654602000
## [418,] 0.991726250
## [419,] 0.737630987
## [420,] 0.155746122
## [421,] 0.453925120
## [422,] 0.184774790
## [423,] 0.440889376
## [424,] 0.652673111
## [425,] 0.450466759
## [426,] 1.292648486
## [427,] 0.855345543
## [428,] 0.969504136
## [429,] 0.479781820
## [430,] 1.178022015
## [431,] 0.225484869
## [432,] 0.804220240
## [433,] 0.535277281
## [434,] 1.240124683
## [435,] 0.430124216
## [436,] 0.499926686
## [437,] 2.121586080
## [438,] 0.596929877
## [439,] 3.350347923
## [440,] 0.247665301
## [441,] 1.544779084
## [442,] 4.123182427
## [443,] 0.280783293
## [444,] 3.057475337
## [445,] 1.258941578
## [446,] 1.177611214
## [447,] 0.625494865
## [448,] 0.355825695
## [449,] 0.367904241
## [450,] 1.212869813
## [451,] 0.417465853
## [452,] 0.689697946
## [453,] 0.846023383
## [454,] 0.402514022
## [455,] 1.807712129
## [456,] 0.468141671
## [457,] 3.353832376
## [458,] 0.776151087
## [459,] 0.643071855
## [460,] 0.302440489
## [461,] 0.309063117
## [462,] 0.853392008
## [463,] 0.355032366
## [464,] 0.425156301
## [465,] 1.038869704
## [466,] 2.941216370
## [467,] 0.401155995
## [468,] 0.831806967
## [469,] 1.581811344
## [470,] 0.858113135
## [471,] 1.508265774
## [472,] 1.962695836
## [473,] 0.868965509
## [474,] 1.548543748
## [475,] 0.556908735
## [476,] 1.124037774
## [477,] 1.542310892
## [478,] 0.637611385
## [479,] 0.380779529
## [480,] 0.432879325
## [481,] 0.219955487
## [482,] 0.756460317
## [483,] 0.401657147
## [484,] 0.472463644
## [485,] 0.347338020
## [486,] 1.947711409
## [487,] 1.131112748
## [488,] 1.150356297
## [489,] 0.181789716
## [490,] 0.139933512
## [491,] 1.028963266
## [492,] 0.537479175
## [493,] 0.543646235
## [494,] 1.400850366
## [495,] 0.455989063
## [496,] 0.446084340
## [497,] 1.120357366
## [498,] 0.620991816
## [499,] 2.688318480
## [500,] 1.259000057
## [501,] 0.699188526
## [502,] 0.719124389
## [503,] 2.535426876
## [504,] 0.064141299
## [505,] 1.418137839
## [506,] 1.265420664
## [507,] 2.076498815
## [508,] 0.365812502
## [509,] 4.317310839
## [510,] 1.587656646
## [511,] 0.694035399
## [512,] 0.719965175
## [513,] 0.434328056
## [514,] 0.493623991
## [515,] 0.880564888
## [516,] 2.181294887
## [517,] 2.586027373
## [518,] 0.720807621
## [519,] 0.600133707
## [520,] 0.661112634
## [521,] 0.875736142
## [522,] 0.300321192
## [523,] 1.037897953
## [524,] 0.157334777
## [525,] 1.055453224
## [526,] 0.776273220
## [527,] 0.728454499
## [528,] 0.582184461
## [529,] 2.323724700
## [530,] 0.516175673
## [531,] 0.474419295
## [532,] 2.319184867
## [533,] 0.900254738
## [534,] 3.300271051
## [535,] 0.874282364
## [536,] 1.581862669
## [537,] 1.845933264
## [538,] 1.349809677
## [539,] 0.445474484
## [540,] 0.959120015
## [541,] 0.419571304
## [542,] 1.188981894
## [543,] 0.888501029
## [544,] 0.753674748
## [545,] 1.349959693
## [546,] 0.199118032
## [547,] 2.248832331
## [548,] 1.024629887
## [549,] 0.362787062
## [550,] 0.334791912
## [551,] 0.874194116
## [552,] 1.871435123
## [553,] 0.082093821
## [554,] 0.073112894
## [555,] 0.361925522
## [556,] 0.185952264
## [557,] 1.394496598
## [558,] 0.726070346
## [559,] 0.470842804
## [560,] 0.429926031
## [561,] 0.002745970
## [562,] 0.757294782
## [563,] 0.805541785
## [564,] 0.395911985
## [565,] 0.682852315
## [566,] 0.622293372
## [567,] 0.317125643
## [568,] 1.785061653
## [569,] 1.500579048
## [570,] 0.873957301
## [571,] 1.878921261
## [572,] 0.897379425
## [573,] 1.869040785
## [574,] 1.548821471
## [575,] 1.096055663
## [576,] 0.617305329
## [577,] 0.398559598
## [578,] 0.897767511
## [579,] 0.526885260
## [580,] 1.769070249
## [581,] 0.558965829
## [582,] 0.194956555
## [583,] 1.391348266
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## [996,] 2.296013876
## [997,] 1.733691146
## [998,] 1.213647984
## [999,] 1.980196836
##
## $model.matrix
## (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
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##
## $terms
## sd ~ demo$parents_grad_college
## attr(,"variables")
## list(sd, demo$parents_grad_college)
## attr(,"factors")
## demo$parents_grad_college
## sd 0
## demo$parents_grad_college 1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to First Generation Student status.
Self-Efficacy
Now, Self-Efficacy:
And an Adonis
test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$parents_grad_college 2 0.0389 0.019427 0.77022 0.00496 0.472
## Residuals 309 7.7937 0.025222 0.99504
## Total 311 7.8325 1.00000
##
## $call
## adonis(formula = se ~ demo$parents_grad_college)
##
## $coefficients
## self_determition_ave se1 se2
## (Intercept) 3.9493393 3.73502477 4.01826574
## demo$parents_grad_college1 -0.1672497 0.05602001 0.02651038
## demo$parents_grad_college2 0.3756607 -0.11002477 -0.14326574
## se3 se4 se5
## (Intercept) 3.68838298 3.83605968 4.04003191
## demo$parents_grad_college1 0.08773642 0.08931345 -0.05495728
## demo$parents_grad_college2 -0.18838298 -0.21105968 -0.04003191
## self_efficacy_ave
## (Intercept) 3.8635530
## demo$parents_grad_college1 0.0409246
## demo$parents_grad_college2 -0.1385530
##
## $coef.sites
## 1 2 3 4
## (Intercept) 0.142746050 0.122063479 0.111419963 0.124084972
## demo$parents_grad_college1 0.005590259 0.009512904 0.015272199 0.008122250
## demo$parents_grad_college2 0.003355396 0.001260492 -0.006155203 0.005055995
## 5 6 7 8
## (Intercept) 0.142746050 0.12797358 0.16850695 0.142746050
## demo$parents_grad_college1 0.005590259 0.02092127 0.02870866 0.005590259
## demo$parents_grad_college2 0.003355396 -0.01668921 -0.03407944 0.003355396
## 9 10 11 12
## (Intercept) 0.125662129 0.546921568 0.131730291 0.112606419
## demo$parents_grad_college1 0.009157980 -0.012015896 0.012582285 0.013032395
## demo$parents_grad_college2 0.005577062 0.003923193 -0.000549756 -0.002495826
## 13 14 15 16
## (Intercept) 0.111419963 0.111525115 0.128364176 0.111525115
## demo$parents_grad_college1 0.015272199 0.015082539 0.011684245 0.015082539
## demo$parents_grad_college2 -0.006155203 -0.005093224 -0.003211743 -0.005093224
## 17 18 19 20
## (Intercept) 0.138822976 0.119488639 0.139934822 0.12207801
## demo$parents_grad_college1 0.004450571 0.010143483 0.004970415 0.01829815
## demo$parents_grad_college2 0.007453418 0.003373544 0.005163124 -0.01101062
## 21 22 23 24
## (Intercept) 0.116948680 0.19191255 1.549791e-01 0.11913024
## demo$parents_grad_college1 0.011138657 0.02287602 1.235510e-02 0.01744522
## demo$parents_grad_college2 0.001771968 -0.02013024 -6.537923e-05 -0.01027513
## 25 26 27 28
## (Intercept) 0.111525115 0.564646210 0.12079348 0.23582976
## demo$parents_grad_college1 0.015082539 -0.013074603 0.01208903 0.02595906
## demo$parents_grad_college2 -0.005093224 0.005061539 -0.00248446 -0.03212499
## 29 30 31 32
## (Intercept) 0.142746050 0.152325164 0.1324060176 0.522286087
## demo$parents_grad_college1 0.005590259 0.014970424 0.0085847901 -0.009224523
## demo$parents_grad_college2 0.003355396 -0.003942506 0.0006702124 0.001127756
## 33 34 35 36
## (Intercept) 0.13006336 0.121321154 0.16666565 0.132994897
## demo$parents_grad_college1 0.02015604 0.017193426 0.02895833 0.007637033
## demo$parents_grad_college2 -0.01543473 -0.008332431 -0.03552763 0.002685052
## 37 38 39 40
## (Intercept) 0.138601062 0.116550707 0.522286087 0.12155156
## demo$parents_grad_college1 0.004643752 0.016189834 -0.009224523 0.01955795
## demo$parents_grad_college2 0.006463700 -0.009408555 0.001127756 -0.01487989
## 41 42 43 44
## (Intercept) 0.12622250 0.127485271 0.12150870 0.126189545
## demo$parents_grad_college1 0.01018494 0.011774895 0.01185760 0.008880331
## demo$parents_grad_college2 -0.00107007 -0.003879142 -0.00254493 0.001537282
## 45 46 47 48
## (Intercept) 0.142746050 0.16383717 0.43625112 0.32138309
## demo$parents_grad_college1 0.005590259 0.02176687 0.00069388 0.01929582
## demo$parents_grad_college2 0.003355396 -0.02226253 -0.01323069 -0.02583162
## 49 50 51 52
## (Intercept) 0.12797358 0.111935026 0.564646210 0.20695305
## demo$parents_grad_college1 0.02092127 0.015534203 -0.013074603 0.02870721
## demo$parents_grad_college2 -0.01668921 -0.007030853 0.005061539 -0.03549443
## 53 54 55
## (Intercept) 0.1183816345 0.564646210 0.113830295
## demo$parents_grad_college1 0.0123399819 -0.013074603 0.014100517
## demo$parents_grad_college2 -0.0002035332 0.005061539 -0.003071851
## 56 57 58 59
## (Intercept) 0.1183816345 0.112723934 0.130490258 0.114915749
## demo$parents_grad_college1 0.0123399819 0.012841830 0.005889768 0.014578228
## demo$parents_grad_college2 -0.0002035332 -0.001445551 0.005641636 -0.005181529
## 60 61 62 63
## (Intercept) 0.17227284 0.131915168 0.124077655 0.112723934
## demo$parents_grad_college1 0.01958043 0.006216899 0.016158223 0.012841830
## demo$parents_grad_college2 -0.01793098 0.004319986 -0.009383114 -0.001445551
## 64 65 66 67
## (Intercept) 0.13598096 0.13876813 0.30331310 0.141221050
## demo$parents_grad_college1 0.01848486 0.01797498 0.01834624 0.005185587
## demo$parents_grad_college2 -0.01251758 -0.01187455 -0.02496508 0.004380847
## 68 69 70 71
## (Intercept) 0.145500693 0.113171225 0.14048978 0.13712565
## demo$parents_grad_college1 0.001911861 0.015575834 0.02229023 0.01882797
## demo$parents_grad_college2 0.011947295 -0.007513878 -0.02090909 -0.01504331
## 72 73 74 75
## (Intercept) 0.112723934 0.139836569 0.15246795 0.142746050
## demo$parents_grad_college1 0.012841830 0.004040626 0.02643886 0.005590259
## demo$parents_grad_college2 -0.001445551 0.008536272 -0.02921364 0.003355396
## 76 77 78 79
## (Intercept) 0.134899707 0.138601062 0.555651958 0.15078832
## demo$parents_grad_college1 0.004054881 0.004643752 -0.012669898 0.01637428
## demo$parents_grad_college2 0.009721020 0.006463700 0.004565232 -0.01137288
## 80 81 82 83
## (Intercept) 0.138822976 0.134845252 0.116550707 0.380064872
## demo$parents_grad_college1 0.004450571 0.006840564 0.016189834 0.003487279
## demo$parents_grad_college2 0.007453418 0.002485582 -0.009408555 -0.006539825
## 84 85 86 87
## (Intercept) 0.115798898 0.113830295 0.122133797 0.146612178
## demo$parents_grad_college1 0.013354259 0.014100517 0.013094090 0.013257674
## demo$parents_grad_college2 -0.001833034 -0.003071851 -0.003421782 -0.001413973
## 88 89 90 91
## (Intercept) 0.538472839 0.1216842064 0.116852858 0.121798237
## demo$parents_grad_college1 -0.011183883 0.0098438867 0.013174704 0.009064624
## demo$parents_grad_college2 0.003115353 0.0004947837 -0.001292337 0.003122163
## 92 93 94 95
## (Intercept) 0.114555076 0.117316686 0.16379609 0.1513964411
## demo$parents_grad_college1 0.014135254 0.012710198 0.02999482 0.0009769981
## demo$parents_grad_college2 -0.003276693 -0.003484106 -0.03758008 0.0139962047
## 96 97 98 99
## (Intercept) 0.139934822 0.124657815 0.33332777 0.13595079
## demo$parents_grad_college1 0.004970415 0.012470102 0.01828308 0.02629314
## demo$parents_grad_college2 0.005163124 -0.004402475 -0.02477983 -0.02685271
## 100 101 102 103
## (Intercept) 0.112606419 0.12622250 0.138822976 0.25147684
## demo$parents_grad_college1 0.013032395 0.01018494 0.004450571 0.02340106
## demo$parents_grad_college2 -0.002495826 -0.00107007 0.007453418 -0.02762041
## 104 105 106 107
## (Intercept) 0.12539736 0.142746050 0.29489792 0.11799281
## demo$parents_grad_college1 0.01612899 0.005590259 0.02116971 0.01806825
## demo$parents_grad_college2 -0.00675088 0.003355396 -0.03071073 -0.01251748
## 108 109 110 111
## (Intercept) 0.16295261 0.124667141 0.16354046 0.16889091
## demo$parents_grad_college1 0.01928505 0.011340517 0.01704549 0.02743819
## demo$parents_grad_college2 -0.01356547 0.002033108 -0.01271529 -0.03140998
## 112 113 114 115
## (Intercept) 0.141221050 0.111525115 0.112723934 0.23164879
## demo$parents_grad_college1 0.005185587 0.015082539 0.012841830 0.02759953
## demo$parents_grad_college2 0.004380847 -0.005093224 -0.001445551 -0.03719597
## 116 117 118 119
## (Intercept) 0.145500693 0.125847289 0.14520169 0.13146743
## demo$parents_grad_college1 0.001911861 0.007949864 0.01704960 0.02055365
## demo$parents_grad_college2 0.011947295 0.005010519 -0.01567373 -0.01683880
## 120 121 122 123
## (Intercept) 0.27849197 0.111525115 0.113171225 0.141221050
## demo$parents_grad_college1 0.02644651 0.015082539 0.015575834 0.005185587
## demo$parents_grad_college2 -0.04070005 -0.005093224 -0.007513878 0.004380847
## 124 125 126 127
## (Intercept) 0.13779124 0.17790886 0.141155330 0.135587689
## demo$parents_grad_college1 0.02511181 0.02355783 0.003526396 0.008011032
## demo$parents_grad_college2 -0.02740365 -0.02410980 0.009327830 0.008274775
## 128 129 130 131
## (Intercept) 0.14505624 0.141221050 0.1339949688 0.17468099
## demo$parents_grad_college1 0.01550173 0.005185587 0.0089867204 0.02636309
## demo$parents_grad_college2 -0.00578619 0.004380847 -0.0003623591 -0.02921547
## 132 133 134 135
## (Intercept) 0.13731315 0.1649589076 0.116236793 0.114292898
## demo$parents_grad_college1 0.01854479 0.0001406458 0.012380309 0.013341514
## demo$parents_grad_college2 -0.01273847 0.0166585882 -0.001947065 -0.003850058
## 136 137 138 139
## (Intercept) 0.142746050 0.1332447879 0.118435608 0.15473010
## demo$parents_grad_college1 0.005590259 0.0089402518 0.016295871 0.02564445
## demo$parents_grad_college2 0.003355396 -0.0004210447 -0.007617752 -0.02793483
## 140 141 142 143
## (Intercept) 0.1324060176 0.14026958 0.17208471 0.139934822
## demo$parents_grad_college1 0.0085847901 0.01520674 0.02702913 0.004970415
## demo$parents_grad_college2 0.0006702124 -0.00892847 -0.03249711 0.005163124
## 144 145 146 147
## (Intercept) 0.128491436 0.12819291 0.130683515 0.138822976
## demo$parents_grad_college1 0.015512880 0.01121108 0.005694953 0.004450571
## demo$parents_grad_college2 -0.005506788 0.00281802 0.006649763 0.007453418
## 148 149 150 151
## (Intercept) 0.27209188 0.500448578 0.1376574065 0.16889091
## demo$parents_grad_college1 0.01969204 -0.005405271 0.0116323077 0.02743819
## demo$parents_grad_college2 -0.02338079 -0.003480761 -0.0001166195 -0.03140998
## 152 153 154 155
## (Intercept) 0.142746050 0.11250850 0.126831132 0.121637707
## demo$parents_grad_college1 0.005590259 0.01464972 0.008714516 0.009254830
## demo$parents_grad_college2 0.003355396 -0.00392119 0.004536275 0.002103046
## 156 157 158 159
## (Intercept) 0.142746050 0.142746050 0.142746050 0.122782832
## demo$parents_grad_college1 0.005590259 0.005590259 0.005590259 0.008647829
## demo$parents_grad_college2 0.003355396 0.003355396 0.003355396 0.004240620
## 160 161 162 163
## (Intercept) 0.15157520 0.120772359 0.121798237 0.134030696
## demo$parents_grad_college1 0.01847132 0.016244755 0.009064624 0.007698500
## demo$parents_grad_college2 -0.01543462 -0.007783636 0.003122163 0.002204458
## 164 165 166 167
## (Intercept) 0.116948680 0.142746050 0.1185905509 0.122063479
## demo$parents_grad_college1 0.011138657 0.005590259 0.0105483174 0.009512904
## demo$parents_grad_college2 0.001771968 0.003355396 -0.0002815299 0.001260492
## 168 169 170 171
## (Intercept) 0.111419963 0.141221050 0.129629554 0.143052969
## demo$parents_grad_college1 0.015272199 0.005185587 0.008061458 0.002838547
## demo$parents_grad_college2 -0.006155203 0.004380847 0.002759825 0.010463613
## 172 173 174 175
## (Intercept) 0.151154221 0.125662129 0.115538390 0.148341290
## demo$parents_grad_college1 0.001732224 0.009157980 0.013711829 0.004671475
## demo$parents_grad_college2 0.013539262 0.005577062 -0.002126562 0.012646154
## 176 177 178 179
## (Intercept) 0.148329763 0.475679842 0.172948017 0.129320495
## demo$parents_grad_college1 0.001344244 -0.004012879 0.017470503 0.014539335
## demo$parents_grad_college2 0.013076818 -0.004226974 -0.009277921 -0.005653938
## 180 181 182 183
## (Intercept) 0.121798237 0.114731128 0.15273349 0.133258882
## demo$parents_grad_college1 0.009064624 0.015779039 0.02311738 0.006432306
## demo$parents_grad_college2 0.003122163 -0.008327821 -0.02299504 0.003526546
## 184 185 186 187
## (Intercept) 0.162849407 0.138017315 0.15128008 0.113097346
## demo$parents_grad_college1 0.014817612 0.009650210 0.01995103 0.013293746
## demo$parents_grad_college2 -0.007437299 -0.001702311 -0.01582390 -0.003363127
## 188 189 190 191
## (Intercept) 0.1440047255 0.141221050 0.142746050 0.21144286
## demo$parents_grad_college1 0.0124223943 0.005185587 0.005590259 0.02718528
## demo$parents_grad_college2 0.0002577227 0.004380847 0.003355396 -0.03318775
## 192 193 194 195
## (Intercept) 0.138822976 0.142746050 0.133258882 0.127176406
## demo$parents_grad_college1 0.004450571 0.005590259 0.006432306 0.006560058
## demo$parents_grad_college2 0.007453418 0.003355396 0.003526546 0.005534878
## 196 197 198 199
## (Intercept) 0.130872892 0.117387450 0.153725799 0.139836569
## demo$parents_grad_college1 0.006151046 0.012429590 0.012967058 0.004040626
## demo$parents_grad_college2 0.004807056 -0.002430088 -0.002639372 0.008536272
## 200 201 202 203
## (Intercept) 0.142746050 0.111525115 0.120563754 0.111935026
## demo$parents_grad_college1 0.005590259 0.015082539 0.013038865 0.015534203
## demo$parents_grad_college2 0.003355396 -0.005093224 -0.004289305 -0.007030853
## 204 205 206 207
## (Intercept) 0.1276191712 0.13871913 0.564646210 0.127942721
## demo$parents_grad_college1 0.0092865018 0.01592950 -0.013074603 0.013779425
## demo$parents_grad_college2 0.0002505946 -0.00736779 0.005061539 -0.003904116
## 208 209 210 211
## (Intercept) 0.130645544 0.1181365273 0.12795582 0.1239735145
## demo$parents_grad_college1 0.008596974 0.0102859751 0.02187280 0.0105866546
## demo$parents_grad_college2 0.001012101 0.0005754879 -0.01892561 0.0009468856
## 212 213 214 215
## (Intercept) 0.116887126 0.13469507 0.124657815 0.16500184
## demo$parents_grad_college1 0.011517814 0.01945396 0.012470102 0.02149744
## demo$parents_grad_college2 0.001070374 -0.01410991 -0.004402475 -0.01968668
## 216 217 218 219
## (Intercept) 0.16524659 0.139836569 0.114555076 0.138601062
## demo$parents_grad_college1 0.01361006 0.004040626 0.014135254 0.004643752
## demo$parents_grad_college2 -0.00162428 0.008536272 -0.003276693 0.006463700
## 220 221 222 223
## (Intercept) 0.128065001 0.14987157 0.142746050 0.142746050
## demo$parents_grad_college1 0.013005210 0.01678719 0.005590259 0.005590259
## demo$parents_grad_college2 -0.004934563 -0.01275870 0.003355396 0.003355396
## 224 225 226 227
## (Intercept) 0.175737190 0.18787080 0.120772359 0.125475345
## demo$parents_grad_college1 0.010607620 0.02566751 0.016244755 0.013485400
## demo$parents_grad_college2 0.003863212 -0.02867955 -0.007783636 -0.005880473
## 228 229 230 231
## (Intercept) 0.111935026 0.116104996 0.139934822 0.35040269
## demo$parents_grad_college1 0.015534203 0.014621571 0.004970415 0.01541601
## demo$parents_grad_college2 -0.007030853 -0.005662156 0.005163124 -0.02185130
## 232 233 234 235
## (Intercept) 0.131915168 0.130117279 0.13094932 0.522286087
## demo$parents_grad_college1 0.006216899 0.013300778 0.01890817 -0.009224523
## demo$parents_grad_college2 0.004319986 -0.003230225 -0.01486918 0.001127756
## 236 237 238 239
## (Intercept) 0.111525115 1.159104e-01 0.122740558 0.17790886
## demo$parents_grad_college1 0.015082539 1.193676e-02 0.017157384 0.02355783
## demo$parents_grad_college2 -0.005093224 -6.379971e-05 -0.008398374 -0.02410980
## 240 241 242 243
## (Intercept) 0.24496924 0.111525115 0.15338666 0.119562439
## demo$parents_grad_college1 0.02091557 0.015082539 0.01789289 0.014279810
## demo$parents_grad_college2 -0.02489174 -0.005093224 -0.01192694 -0.005729859
## 244 245 246 247
## (Intercept) 0.142746050 0.1600657335 0.21255124 0.1137008106
## demo$parents_grad_college1 0.005590259 0.0120511114 0.01967701 0.0124138870
## demo$parents_grad_college2 0.003355396 0.0001316778 -0.01765270 -0.0002889826
## 248 249 250 251
## (Intercept) 0.14092129 0.23223313 0.116550707 0.13731315
## demo$parents_grad_college1 0.02320639 0.02717409 0.016189834 0.01854479
## demo$parents_grad_college2 -0.02451743 -0.03444378 -0.009408555 -0.01273847
## 252 253 254 255
## (Intercept) 0.131684329 0.132430102 0.129629554 0.13053318
## demo$parents_grad_college1 0.005278553 0.013916880 0.008061458 0.01986941
## demo$parents_grad_college2 0.007754064 -0.004405132 0.002759825 -0.01642167
## 256 257 258 259
## (Intercept) 0.120106550 0.138601062 0.138601062 0.138944970
## demo$parents_grad_college1 0.010270621 0.004643752 0.004643752 0.004902082
## demo$parents_grad_college2 0.003090038 0.006463700 0.006463700 0.005644569
## 260 261 262 263
## (Intercept) 0.461040141 0.111525115 0.12539736 0.115798898
## demo$parents_grad_college1 0.003122282 0.015082539 0.01612899 0.013354259
## demo$parents_grad_college2 -0.020362500 -0.005093224 -0.00675088 -0.001833034
## 264 265 266 267
## (Intercept) 0.33829004 0.4706042995 0.142746050 0.129873011
## demo$parents_grad_college1 0.01176647 0.0002630927 0.005590259 0.015904395
## demo$parents_grad_college2 -0.01091767 -0.0074582311 0.003355396 -0.006888363
## 268 269 270 271
## (Intercept) 0.139934822 0.19859993 0.1204967207 0.120073147
## demo$parents_grad_college1 0.004970415 0.02423420 0.0116431422 0.011359878
## demo$parents_grad_college2 0.005163124 -0.02620143 -0.0006047909 -0.000181217
## 272 273 274 275
## (Intercept) 0.14780662 0.16148164 0.138601062 0.22142538
## demo$parents_grad_college1 0.02945179 0.02209618 0.004643752 0.02218005
## demo$parents_grad_college2 -0.03470310 -0.01865422 0.006463700 -0.02524734
## 276 277 278 279
## (Intercept) 0.15260643 0.111525115 0.116236793 0.116840154
## demo$parents_grad_college1 0.02714410 0.015082539 0.012380309 0.012447158
## demo$parents_grad_college2 -0.02853462 -0.005093224 -0.001947065 -0.002617719
## 280 281 282 283
## (Intercept) 0.35628766 0.16379609 0.114292898 0.121390958
## demo$parents_grad_college1 0.01493433 0.02999482 0.013341514 0.011727990
## demo$parents_grad_college2 -0.02092839 -0.03758008 -0.003850058 0.001031811
## 284 285 286 287
## (Intercept) 0.121637707 0.12622250 0.125176631 0.129075135
## demo$parents_grad_college1 0.009254830 0.01018494 0.015099664 0.006712127
## demo$parents_grad_college2 0.002103046 -0.00107007 -0.006530155 0.007006561
## 288 289 290 291
## (Intercept) 0.138601062 0.13957966 0.136490695 0.142746050
## demo$parents_grad_college1 0.004643752 0.02496669 0.005314427 0.005590259
## demo$parents_grad_college2 0.006463700 -0.02476904 0.008311148 0.003355396
## 292 293 294 295
## (Intercept) 0.12079348 0.142746050 0.113830295 0.130683515
## demo$parents_grad_college1 0.01208903 0.005590259 0.014100517 0.005694953
## demo$parents_grad_college2 -0.00248446 0.003355396 -0.003071851 0.006649763
## 296 297 298 299
## (Intercept) 0.119800330 0.12133915 0.538472839 0.145500693
## demo$parents_grad_college1 0.015797160 0.01856065 -0.011183883 0.001911861
## demo$parents_grad_college2 -0.009802706 -0.01466748 0.003115353 0.011947295
## 300 301 302 303
## (Intercept) 0.142746050 0.142746050 0.126773421 0.11250850
## demo$parents_grad_college1 0.005590259 0.005590259 0.016519008 0.01464972
## demo$parents_grad_college2 0.003355396 0.003355396 -0.008126944 -0.00392119
## 304 305 306 307
## (Intercept) 0.138944970 0.11832893 0.12079348 0.116236793
## demo$parents_grad_college1 0.004902082 0.01889441 0.01208903 0.012380309
## demo$parents_grad_college2 0.005644569 -0.01166978 -0.00248446 -0.001947065
## 308 309 310 311
## (Intercept) 0.27581280 0.132938967 0.26182051 0.113830295
## demo$parents_grad_college1 0.02100813 0.007747846 0.02237426 0.014100517
## demo$parents_grad_college2 -0.02225495 0.006690803 -0.02653043 -0.003071851
## 312
## (Intercept) 0.19035579
## demo$parents_grad_college1 0.02365799
## demo$parents_grad_college2 -0.02603566
##
## $f.perms
## [,1]
## [1,] 0.94969121
## [2,] 1.16056820
## [3,] 0.27921751
## [4,] 0.34716455
## [5,] 1.64135234
## [6,] 0.26540552
## [7,] 0.74558669
## [8,] 0.24623180
## [9,] 2.90700310
## [10,] 1.24261292
## [11,] 0.30766653
## [12,] 0.60324173
## [13,] 0.70610232
## [14,] 1.53993462
## [15,] 1.03730347
## [16,] 0.57403666
## [17,] 0.56794886
## [18,] 1.18642774
## [19,] 0.10028125
## [20,] 0.37627878
## [21,] 0.76923961
## [22,] 0.59908719
## [23,] 0.98358175
## [24,] 0.45646378
## [25,] 0.78539693
## [26,] 0.26347484
## [27,] 0.78804158
## [28,] 0.83685164
## [29,] 0.37361146
## [30,] 0.30211155
## [31,] 1.22077858
## [32,] 2.64324326
## [33,] 3.29705122
## [34,] 0.72551746
## [35,] 3.17094576
## [36,] 4.33774946
## [37,] 1.02950819
## [38,] 0.35278225
## [39,] 1.86397975
## [40,] 0.62129767
## [41,] 0.91521109
## [42,] 1.10659972
## [43,] 0.35033142
## [44,] 0.45485469
## [45,] 0.42033181
## [46,] 0.86289290
## [47,] 0.60143496
## [48,] 2.15879757
## [49,] 2.54284934
## [50,] 1.37365257
## [51,] 0.80864650
## [52,] 2.09104347
## [53,] 0.88458982
## [54,] 0.68801556
## [55,] 2.30111852
## [56,] 0.80907979
## [57,] 1.18674051
## [58,] 0.79440141
## [59,] 0.30476732
## [60,] 0.10088505
## [61,] 3.01244760
## [62,] 0.64980736
## [63,] 0.71418226
## [64,] 0.24775025
## [65,] 1.26255507
## [66,] 0.83445765
## [67,] 1.08026720
## [68,] 0.92490724
## [69,] 2.31852245
## [70,] 2.08145488
## [71,] 0.27244077
## [72,] 1.38083519
## [73,] 0.91432560
## [74,] 1.23895182
## [75,] 0.48340794
## [76,] 0.32651962
## [77,] 0.71082684
## [78,] 0.24422409
## [79,] 0.20762022
## [80,] 0.60824961
## [81,] 0.27222359
## [82,] 1.68077500
## [83,] 0.61096299
## [84,] 0.69582372
## [85,] 0.77945443
## [86,] 1.26103120
## [87,] 0.22139945
## [88,] 0.26239453
## [89,] 0.44668804
## [90,] 1.55867280
## [91,] 0.84914378
## [92,] 0.25671732
## [93,] 0.61469624
## [94,] 4.65904690
## [95,] 0.89730378
## [96,] 0.68908387
## [97,] 0.69514947
## [98,] 0.99801312
## [99,] 1.86109524
## [100,] 1.57612834
## [101,] 0.21673846
## [102,] 1.03249224
## [103,] 0.47922536
## [104,] 0.51722576
## [105,] 0.80327859
## [106,] 0.25626774
## [107,] 0.79089147
## [108,] 0.80480268
## [109,] 4.32092710
## [110,] 0.21636862
## [111,] 0.15511740
## [112,] 0.70790603
## [113,] 0.78298987
## [114,] 0.85519050
## [115,] 0.56263273
## [116,] 1.20908118
## [117,] 0.53713717
## [118,] 0.36684472
## [119,] 0.23569447
## [120,] 0.30785153
## [121,] 7.14705388
## [122,] 1.12663829
## [123,] 0.64465134
## [124,] 0.97726016
## [125,] 0.61138841
## [126,] 1.99854915
## [127,] 0.08233660
## [128,] 0.46434106
## [129,] 1.26162663
## [130,] 0.41829788
## [131,] 1.20923959
## [132,] 1.32574446
## [133,] 0.48352235
## [134,] 0.27709625
## [135,] 0.88317931
## [136,] 0.34631658
## [137,] 1.06832756
## [138,] 0.64057366
## [139,] 0.50499289
## [140,] 1.48683554
## [141,] 1.39669180
## [142,] 0.87013494
## [143,] 0.45053881
## [144,] 0.89209051
## [145,] 0.73684025
## [146,] 0.32743037
## [147,] 1.42575257
## [148,] 0.46733184
## [149,] 0.52539222
## [150,] 1.27939177
## [151,] 0.61160813
## [152,] 3.14089523
## [153,] 0.32229883
## [154,] 0.52206765
## [155,] 0.17859934
## [156,] 0.43812407
## [157,] 0.19209081
## [158,] 0.52830295
## [159,] 1.23489145
## [160,] 0.57538569
## [161,] 0.38621217
## [162,] 1.09537877
## [163,] 0.74119409
## [164,] 0.29541405
## [165,] 1.43711807
## [166,] 0.82079434
## [167,] 1.04719418
## [168,] 2.50757671
## [169,] 0.34036451
## [170,] 0.58412176
## [171,] 0.67268573
## [172,] 0.46859835
## [173,] 2.80643121
## [174,] 0.45219676
## [175,] 0.17384591
## [176,] 0.21162167
## [177,] 0.25761334
## [178,] 0.39297868
## [179,] 2.01933988
## [180,] 1.62496023
## [181,] 1.35171173
## [182,] 2.29853488
## [183,] 4.56536327
## [184,] 0.28469922
## [185,] 1.11111306
## [186,] 1.18224808
## [187,] 0.28481298
## [188,] 1.04901528
## [189,] 0.28117772
## [190,] 0.32954757
## [191,] 2.03759240
## [192,] 1.30695331
## [193,] 2.75364403
## [194,] 0.89354781
## [195,] 0.66086394
## [196,] 0.56157949
## [197,] 0.42754988
## [198,] 0.59669348
## [199,] 0.30711464
## [200,] 0.38378787
## [201,] 0.86812275
## [202,] 0.64345508
## [203,] 1.54817682
## [204,] 0.87107559
## [205,] 1.06531164
## [206,] 1.59205631
## [207,] 0.34273569
## [208,] 0.61901262
## [209,] 1.31474259
## [210,] 0.68588150
## [211,] 0.66541376
## [212,] 0.40670204
## [213,] 0.15635428
## [214,] 0.36411697
## [215,] 1.10584795
## [216,] 0.64643761
## [217,] 1.31670813
## [218,] 1.68316871
## [219,] 1.04648244
## [220,] 2.20129422
## [221,] 0.20347393
## [222,] 0.24079762
## [223,] 0.70006655
## [224,] 8.17639359
## [225,] 0.28464555
## [226,] 2.79090161
## [227,] 0.35452446
## [228,] 0.80951687
## [229,] 0.59307091
## [230,] 0.37803843
## [231,] 0.78868407
## [232,] 0.58185953
## [233,] 5.98412186
## [234,] 0.61064676
## [235,] 0.54294871
## [236,] 1.04862969
## [237,] 0.64009129
## [238,] 0.93555431
## [239,] 1.01627728
## [240,] 0.26758576
## [241,] 0.70736283
## [242,] 0.49037294
## [243,] 0.89356518
## [244,] 1.37809124
## [245,] 3.12282462
## [246,] 1.12027164
## [247,] 0.06903008
## [248,] 1.83524536
## [249,] 0.42900077
## [250,] 0.18721905
## [251,] 0.63124555
## [252,] 0.71972991
## [253,] 2.20613684
## [254,] 1.29685230
## [255,] 0.16071978
## [256,] 0.18220968
## [257,] 0.26726121
## [258,] 1.02335500
## [259,] 0.44803796
## [260,] 1.82208065
## [261,] 1.30498702
## [262,] 2.41411674
## [263,] 1.00079990
## [264,] 3.13376841
## [265,] 0.35661847
## [266,] 1.03781863
## [267,] 0.96376462
## [268,] 1.13643340
## [269,] 0.42969071
## [270,] 1.98566246
## [271,] 0.50058059
## [272,] 0.80881965
## [273,] 1.18434944
## [274,] 2.69217273
## [275,] 1.03397177
## [276,] 0.52620601
## [277,] 2.84436568
## [278,] 0.51420552
## [279,] 0.55949424
## [280,] 1.66222443
## [281,] 1.46182389
## [282,] 0.25167198
## [283,] 0.37613416
## [284,] 0.18459345
## [285,] 0.72572699
## [286,] 3.65151801
## [287,] 0.42906921
## [288,] 0.06627178
## [289,] 0.62005818
## [290,] 0.22591596
## [291,] 1.00198461
## [292,] 1.42859059
## [293,] 1.62225793
## [294,] 2.35954495
## [295,] 1.09050948
## [296,] 0.50070539
## [297,] 0.37388648
## [298,] 0.31679220
## [299,] 1.25859087
## [300,] 2.26900495
## [301,] 0.57201725
## [302,] 0.69582732
## [303,] 0.57784374
## [304,] 0.64017361
## [305,] 0.72947856
## [306,] 0.91770145
## [307,] 0.66475594
## [308,] 0.42811272
## [309,] 0.73620832
## [310,] 0.46521317
## [311,] 0.71510426
## [312,] 1.79684048
## [313,] 0.30018449
## [314,] 0.84886510
## [315,] 3.73298467
## [316,] 0.15922207
## [317,] 0.82484626
## [318,] 2.43789320
## [319,] 1.24928844
## [320,] 4.11689296
## [321,] 0.34189613
## [322,] 1.29268716
## [323,] 0.44126095
## [324,] 0.47801744
## [325,] 0.53253737
## [326,] 0.11379529
## [327,] 0.78148803
## [328,] 1.77601034
## [329,] 0.48800891
## [330,] 1.14502155
## [331,] 0.44625517
## [332,] 1.02675749
## [333,] 1.64264118
## [334,] 0.46804576
## [335,] 1.46648590
## [336,] 0.24334937
## [337,] 0.77257722
## [338,] 0.96402747
## [339,] 0.63740389
## [340,] 0.13384319
## [341,] 0.67625912
## [342,] 0.26450959
## [343,] 1.55107492
## [344,] 1.88714250
## [345,] 0.37187007
## [346,] 2.43387820
## [347,] 0.93527549
## [348,] 1.21499937
## [349,] 0.56673835
## [350,] 1.05365454
## [351,] 0.19447305
## [352,] 1.05716030
## [353,] 0.87115460
## [354,] 0.39845188
## [355,] 1.99968109
## [356,] 0.37586605
## [357,] 0.87784648
## [358,] 1.19865079
## [359,] 1.87146757
## [360,] 0.69612328
## [361,] 1.96826706
## [362,] 0.35871283
## [363,] 1.75737511
## [364,] 0.55025477
## [365,] 6.65390774
## [366,] 0.38818659
## [367,] 1.53611903
## [368,] 0.88896418
## [369,] 0.41157927
## [370,] 0.90652380
## [371,] 1.11357485
## [372,] 0.80419547
## [373,] 0.61821765
## [374,] 0.26472977
## [375,] 2.18351451
## [376,] 0.39899067
## [377,] 0.61924926
## [378,] 0.56361546
## [379,] 0.60552346
## [380,] 0.98940621
## [381,] 1.56042696
## [382,] 0.91123244
## [383,] 5.63623576
## [384,] 0.68534102
## [385,] 0.51685346
## [386,] 1.12144166
## [387,] 0.94309916
## [388,] 0.75465956
## [389,] 0.88905629
## [390,] 0.30399142
## [391,] 0.15854609
## [392,] 0.41824053
## [393,] 0.52991002
## [394,] 0.48416430
## [395,] 0.14825258
## [396,] 1.37066517
## [397,] 2.32094868
## [398,] 0.66328399
## [399,] 0.39291123
## [400,] 0.62895765
## [401,] 0.33584071
## [402,] 0.56903486
## [403,] 1.47208349
## [404,] 4.76752486
## [405,] 0.25734136
## [406,] 1.00822897
## [407,] 0.41435308
## [408,] 0.20331853
## [409,] 2.67072041
## [410,] 0.98605970
## [411,] 0.55810140
## [412,] 0.32284149
## [413,] 0.64323417
## [414,] 0.28263711
## [415,] 0.92310903
## [416,] 2.42454307
## [417,] 3.08032833
## [418,] 0.76417666
## [419,] 1.16099913
## [420,] 1.12861238
## [421,] 1.18262239
## [422,] 0.28483971
## [423,] 0.49514708
## [424,] 0.83330095
## [425,] 0.13168456
## [426,] 0.82697836
## [427,] 0.51507332
## [428,] 2.18080082
## [429,] 0.21037126
## [430,] 1.58950960
## [431,] 0.94915093
## [432,] 0.30714368
## [433,] 0.28183326
## [434,] 1.09644241
## [435,] 0.40066692
## [436,] 0.24647618
## [437,] 2.43956702
## [438,] 0.33390730
## [439,] 3.57573552
## [440,] 0.67644516
## [441,] 1.09273053
## [442,] 3.95459342
## [443,] 0.34428120
## [444,] 5.05656031
## [445,] 0.63664370
## [446,] 1.67027613
## [447,] 0.75679716
## [448,] 0.39555675
## [449,] 0.58258047
## [450,] 0.68605864
## [451,] 0.32956315
## [452,] 2.58977502
## [453,] 0.44814569
## [454,] 0.81761615
## [455,] 1.89775421
## [456,] 0.66902238
## [457,] 1.72949462
## [458,] 0.57984137
## [459,] 0.37201047
## [460,] 0.28708357
## [461,] 0.63113096
## [462,] 0.70123529
## [463,] 0.26426385
## [464,] 0.80615994
## [465,] 0.49887961
## [466,] 1.14611504
## [467,] 0.27006704
## [468,] 1.95492995
## [469,] 0.31140172
## [470,] 1.06589213
## [471,] 1.56534975
## [472,] 1.18650594
## [473,] 1.23855891
## [474,] 1.60011096
## [475,] 0.33791121
## [476,] 1.71754221
## [477,] 0.50606599
## [478,] 0.17078937
## [479,] 0.89112128
## [480,] 0.43784383
## [481,] 0.43484546
## [482,] 0.49758250
## [483,] 0.37907086
## [484,] 0.76804938
## [485,] 0.28758995
## [486,] 1.81837343
## [487,] 0.67763110
## [488,] 0.98845605
## [489,] 0.25089925
## [490,] 0.88160711
## [491,] 0.69822471
## [492,] 0.39404434
## [493,] 0.49798499
## [494,] 1.40583509
## [495,] 0.50907658
## [496,] 1.07478315
## [497,] 1.87413154
## [498,] 0.05893428
## [499,] 0.47108186
## [500,] 0.61005254
## [501,] 2.08648648
## [502,] 0.38645642
## [503,] 1.80372324
## [504,] 0.08587026
## [505,] 1.08608656
## [506,] 0.39276788
## [507,] 2.59355730
## [508,] 0.29747082
## [509,] 3.40335946
## [510,] 1.76520063
## [511,] 0.86147851
## [512,] 1.47286283
## [513,] 0.84825978
## [514,] 1.79591665
## [515,] 0.80374645
## [516,] 1.12333334
## [517,] 0.94901549
## [518,] 1.18564878
## [519,] 0.47731680
## [520,] 1.12023685
## [521,] 2.00013966
## [522,] 0.84286334
## [523,] 1.32056888
## [524,] 1.01537903
## [525,] 1.09305374
## [526,] 1.18551171
## [527,] 0.40832099
## [528,] 0.88147344
## [529,] 2.83098096
## [530,] 0.44914833
## [531,] 2.05908296
## [532,] 1.23729952
## [533,] 0.41086930
## [534,] 3.82441854
## [535,] 1.11729446
## [536,] 1.29628693
## [537,] 1.37086240
## [538,] 1.16995242
## [539,] 0.77218083
## [540,] 0.37898706
## [541,] 0.31359458
## [542,] 0.71658734
## [543,] 0.83852640
## [544,] 2.09348307
## [545,] 0.99088981
## [546,] 0.04646012
## [547,] 2.06932952
## [548,] 0.97256518
## [549,] 1.91143094
## [550,] 1.02176299
## [551,] 0.67030868
## [552,] 1.46425658
## [553,] 0.28918536
## [554,] 0.32951797
## [555,] 0.51633242
## [556,] 0.52363028
## [557,] 3.71132632
## [558,] 0.31363241
## [559,] 0.42682239
## [560,] 0.16001310
## [561,] 0.55301629
## [562,] 0.22725023
## [563,] 0.51438912
## [564,] 0.18802674
## [565,] 0.53124480
## [566,] 0.69966202
## [567,] 0.30172297
## [568,] 1.10121534
## [569,] 1.56360934
## [570,] 0.83782311
## [571,] 1.24425010
## [572,] 1.60386805
## [573,] 1.51258283
## [574,] 1.81950447
## [575,] 0.29155401
## [576,] 1.28487966
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##
## $model.matrix
## (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
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##
## $terms
## se ~ demo$parents_grad_college
## attr(,"variables")
## list(se, demo$parents_grad_college)
## attr(,"factors")
## demo$parents_grad_college
## se 0
## demo$parents_grad_college 1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to First Generation Student status.
Grade Motivation
Now, Grade Motivation:
And an Adonis
test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$parents_grad_college 2 0.0047 0.0023717 0.10642 0.00069 0.989
## Residuals 309 6.8861 0.0222852 0.99931
## Total 311 6.8909 1.00000
##
## $call
## adonis(formula = gm ~ demo$parents_grad_college)
##
## $coefficients
## gm1 gm2 gm3 gm4
## (Intercept) 4.6492878 4.53912662 4.55621418 4.57871770
## demo$parents_grad_college1 -0.1418252 -0.06151468 -0.01890075 -0.04140427
## demo$parents_grad_college2 0.2257122 0.08587338 0.06878582 0.04628230
## gm5
## (Intercept) 3.7031850
## demo$parents_grad_college1 0.1326359
## demo$parents_grad_college2 -0.3281850
##
## $coef.sites
## 1 2 3 4
## (Intercept) 0.073484863 0.10061847 0.06371486 0.06371486
## demo$parents_grad_college1 0.008886361 0.01542202 0.01432194 0.01432194
## demo$parents_grad_college2 -0.011436376 -0.02216156 -0.02199835 -0.02199835
## 5 6 7 8
## (Intercept) 0.06668146 0.09454291 0.08573037 0.073484863
## demo$parents_grad_college1 0.01709853 0.01174517 0.01716660 0.008886361
## demo$parents_grad_college2 -0.02964237 -0.01402043 -0.02606468 -0.011436376
## 9 10 11 12
## (Intercept) 0.06371486 0.073484863 0.073484863 0.073484863
## demo$parents_grad_college1 0.01432194 0.008886361 0.008886361 0.008886361
## demo$parents_grad_college2 -0.02199835 -0.011436376 -0.011436376 -0.011436376
## 13 14 15 16
## (Intercept) 0.06371486 0.073484863 0.073484863 0.11795837
## demo$parents_grad_college1 0.01432194 0.008886361 0.008886361 0.01979781
## demo$parents_grad_college2 -0.02199835 -0.011436376 -0.011436376 -0.03033757
## 17 18 19 20
## (Intercept) 0.073484863 0.11368698 0.06668146 0.10453496
## demo$parents_grad_college1 0.008886361 0.01677346 0.01709853 0.01836406
## demo$parents_grad_college2 -0.011436376 -0.02209982 -0.02964237 -0.03024448
## 21 22 23 24
## (Intercept) 0.073484863 0.073484863 0.08473427 0.24591168
## demo$parents_grad_college1 0.008886361 0.008886361 0.01746694 0.01547995
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02506858 -0.02230578
## 25 26 27 28
## (Intercept) 0.06371486 0.61370628 0.09785683 0.10797157
## demo$parents_grad_college1 0.01432194 -0.01168977 0.01809254 0.01268761
## demo$parents_grad_college2 -0.02199835 0.01650885 -0.03049299 -0.01484079
## 29 30 31 32
## (Intercept) 0.073484863 0.087255867 0.06668146 0.422792533
## demo$parents_grad_college1 0.008886361 0.007128218 0.01709853 0.002188835
## demo$parents_grad_college2 -0.011436376 -0.007569290 -0.02964237 -0.002430284
## 33 34 35 36
## (Intercept) 0.06668146 0.06371486 0.06668146 0.073484863
## demo$parents_grad_college1 0.01709853 0.01432194 0.01709853 0.008886361
## demo$parents_grad_college2 -0.02964237 -0.02199835 -0.02964237 -0.011436376
## 37 38 39 40
## (Intercept) 0.06668146 0.06668146 0.61370628 0.073484863
## demo$parents_grad_college1 0.01709853 0.01709853 -0.01168977 0.008886361
## demo$parents_grad_college2 -0.02964237 -0.02964237 0.01650885 -0.011436376
## 41 42 43 44
## (Intercept) 0.06668146 0.073484863 0.06371486 0.06371486
## demo$parents_grad_college1 0.01709853 0.008886361 0.01432194 0.01432194
## demo$parents_grad_college2 -0.02964237 -0.011436376 -0.02199835 -0.02199835
## 45 46 47 48
## (Intercept) 0.073484863 0.21520625 0.12336459 0.382951542
## demo$parents_grad_college1 0.008886361 0.01585074 0.01083830 0.005255828
## demo$parents_grad_college2 -0.011436376 -0.02457621 -0.01067876 -0.006855739
## 49 50 51 52
## (Intercept) 0.06668146 0.07524480 0.466387093 0.11795837
## demo$parents_grad_college1 0.01709853 0.01560869 -0.003249695 0.01979781
## demo$parents_grad_college2 -0.02964237 -0.02202763 0.001191595 -0.03033757
## 53 54 55 56
## (Intercept) 0.073484863 0.56014196 0.06668146 0.07598328
## demo$parents_grad_college1 0.008886361 -0.00946958 0.01709853 0.01898892
## demo$parents_grad_college2 -0.011436376 0.01198721 -0.02964237 -0.03285212
## 57 58 59 60
## (Intercept) 0.08824509 0.06668146 0.06668146 0.388255030
## demo$parents_grad_college1 0.01663967 0.01709853 0.01709853 0.002109297
## demo$parents_grad_college2 -0.02302971 -0.02964237 -0.02964237 -0.004094711
## 61 62 63 64
## (Intercept) 0.073484863 0.07524480 0.14239251 0.06371486
## demo$parents_grad_college1 0.008886361 0.01560869 0.01883329 0.01432194
## demo$parents_grad_college2 -0.011436376 -0.02202763 -0.02764289 -0.02199835
## 65 66 67 68
## (Intercept) 0.07524480 0.07278470 0.073484863 0.07524480
## demo$parents_grad_college1 0.01560869 0.01612411 0.008886361 0.01560869
## demo$parents_grad_college2 -0.02202763 -0.02499682 -0.011436376 -0.02202763
## 69 70 71 72
## (Intercept) 0.073484863 0.06668146 0.06371486 0.10319028
## demo$parents_grad_college1 0.008886361 0.01709853 0.01432194 0.01488306
## demo$parents_grad_college2 -0.011436376 -0.02964237 -0.02199835 -0.01905784
## 73 74 75 76
## (Intercept) 0.073484863 0.06668146 0.073484863 0.073484863
## demo$parents_grad_college1 0.008886361 0.01709853 0.008886361 0.008886361
## demo$parents_grad_college2 -0.011436376 -0.02964237 -0.011436376 -0.011436376
## 77 78 79 80
## (Intercept) 0.06668146 0.06668146 0.09747600 0.06668146
## demo$parents_grad_college1 0.01709853 0.01709853 0.01902207 0.01709853
## demo$parents_grad_college2 -0.02964237 -0.02964237 -0.03038902 -0.02964237
## 81 82 83 84
## (Intercept) 0.06668146 0.10744241 0.07278470 0.09065206
## demo$parents_grad_college1 0.01709853 0.01715955 0.01612411 0.01728454
## demo$parents_grad_college2 -0.02964237 -0.02344840 -0.02499682 -0.02910217
## 85 86 87 88
## (Intercept) 0.073484863 0.06371486 0.07598328 0.61370628
## demo$parents_grad_college1 0.008886361 0.01432194 0.01898892 -0.01168977
## demo$parents_grad_college2 -0.011436376 -0.02199835 -0.03285212 0.01650885
## 89 90 91 92
## (Intercept) 0.06371486 0.15633576 0.06371486 0.073484863
## demo$parents_grad_college1 0.01432194 0.01733322 0.01432194 0.008886361
## demo$parents_grad_college2 -0.02199835 -0.02345371 -0.02199835 -0.011436376
## 93 94 95 96
## (Intercept) 0.06371486 0.11368698 0.167427404 0.073484863
## demo$parents_grad_college1 0.01432194 0.01677346 0.009254826 0.008886361
## demo$parents_grad_college2 -0.02199835 -0.02209982 -0.006827788 -0.011436376
## 97 98 99 100
## (Intercept) 0.073484863 0.56014196 0.06371486 0.087255867
## demo$parents_grad_college1 0.008886361 -0.00946958 0.01432194 0.007128218
## demo$parents_grad_college2 -0.011436376 0.01198721 -0.02199835 -0.007569290
## 101 102 103 104
## (Intercept) 0.073484863 0.08260280 0.14197912 0.19014380
## demo$parents_grad_college1 0.008886361 0.01054308 0.01748925 0.01593622
## demo$parents_grad_college2 -0.011436376 -0.01416496 -0.02722949 -0.02361339
## 105 106 107 108
## (Intercept) 0.06371486 0.11368698 0.08473427 0.08824509
## demo$parents_grad_college1 0.01432194 0.01677346 0.01746694 0.01663967
## demo$parents_grad_college2 -0.02199835 -0.02209982 -0.02506858 -0.02302971
## 109 110 111 112
## (Intercept) 0.06371486 0.073484863 0.08260280 0.073484863
## demo$parents_grad_college1 0.01432194 0.008886361 0.01054308 0.008886361
## demo$parents_grad_college2 -0.02199835 -0.011436376 -0.01416496 -0.011436376
## 113 114 115 116
## (Intercept) 0.087255867 0.073484863 0.073484863 0.06668146
## demo$parents_grad_college1 0.007128218 0.008886361 0.008886361 0.01709853
## demo$parents_grad_college2 -0.007569290 -0.011436376 -0.011436376 -0.02964237
## 117 118 119 120
## (Intercept) 0.09797687 0.06668146 0.06668146 0.07598328
## demo$parents_grad_college1 0.01093577 0.01709853 0.01709853 0.01898892
## demo$parents_grad_college2 -0.01202509 -0.02964237 -0.02964237 -0.03285212
## 121 122 123 124
## (Intercept) 0.073484863 0.073484863 0.073484863 0.11144464
## demo$parents_grad_college1 0.008886361 0.008886361 0.008886361 0.01563716
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.011436376 -0.02620289
## 125 126 127 128
## (Intercept) 0.08824509 0.073484863 0.06668146 0.09182867
## demo$parents_grad_college1 0.01663967 0.008886361 0.01709853 0.01956617
## demo$parents_grad_college2 -0.02302971 -0.011436376 -0.02964237 -0.03099169
## 129 130 131 132
## (Intercept) 0.073484863 0.06371486 0.08501061 0.06668146
## demo$parents_grad_college1 0.008886361 0.01432194 0.01003867 0.01709853
## demo$parents_grad_college2 -0.011436376 -0.02199835 -0.01125876 -0.02964237
## 133 134 135 136
## (Intercept) 0.08787883 0.06371486 0.06668146 0.06668146
## demo$parents_grad_college1 0.01618299 0.01432194 0.01709853 0.01709853
## demo$parents_grad_college2 -0.02728648 -0.02199835 -0.02964237 -0.02964237
## 137 138 139 140
## (Intercept) 0.07278470 0.073484863 0.073484863 0.06668146
## demo$parents_grad_college1 0.01612411 0.008886361 0.008886361 0.01709853
## demo$parents_grad_college2 -0.02499682 -0.011436376 -0.011436376 -0.02964237
## 141 142 143 144
## (Intercept) 0.06371486 0.073484863 0.073484863 0.06371486
## demo$parents_grad_college1 0.01432194 0.008886361 0.008886361 0.01432194
## demo$parents_grad_college2 -0.02199835 -0.011436376 -0.011436376 -0.02199835
## 145 146 147 148
## (Intercept) 0.06668146 0.06371486 0.073484863 0.15038870
## demo$parents_grad_college1 0.01709853 0.01432194 0.008886361 0.01452319
## demo$parents_grad_college2 -0.02964237 -0.02199835 -0.011436376 -0.02247206
## 149 150 151 152
## (Intercept) 0.61370628 0.11795837 0.06371486 0.073484863
## demo$parents_grad_college1 -0.01168977 0.01979781 0.01432194 0.008886361
## demo$parents_grad_college2 0.01650885 -0.03033757 -0.02199835 -0.011436376
## 153 154 155 156
## (Intercept) 0.073484863 0.06371486 0.073484863 0.073484863
## demo$parents_grad_college1 0.008886361 0.01432194 0.008886361 0.008886361
## demo$parents_grad_college2 -0.011436376 -0.02199835 -0.011436376 -0.011436376
## 157 158 159 160
## (Intercept) 0.073484863 0.073484863 0.13917337 0.193055925
## demo$parents_grad_college1 0.008886361 0.008886361 0.02035878 0.006239318
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.03083400 -0.003851538
## 161 162 163 164
## (Intercept) 0.073484863 0.073484863 0.06668146 0.06371486
## demo$parents_grad_college1 0.008886361 0.008886361 0.01709853 0.01432194
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02964237 -0.02199835
## 165 166 167 168
## (Intercept) 0.073484863 0.08787883 0.06371486 0.073484863
## demo$parents_grad_college1 0.008886361 0.01618299 0.01432194 0.008886361
## demo$parents_grad_college2 -0.011436376 -0.02728648 -0.02199835 -0.011436376
## 169 170 171 172
## (Intercept) 0.073484863 0.06371486 0.073484863 0.10319028
## demo$parents_grad_college1 0.008886361 0.01432194 0.008886361 0.01488306
## demo$parents_grad_college2 -0.011436376 -0.02199835 -0.011436376 -0.01905784
## 173 174 175 176
## (Intercept) 0.06668146 0.073484863 0.096841911 0.06371486
## demo$parents_grad_college1 0.01709853 0.008886361 0.008765771 0.01432194
## demo$parents_grad_college2 -0.02964237 -0.011436376 -0.010240784 -0.02199835
## 177 178 179 180
## (Intercept) 0.512622327 0.13917337 0.109330846 0.06371486
## demo$parents_grad_college1 -0.006510249 0.02035878 0.009936264 0.01432194
## demo$parents_grad_college2 0.005428713 -0.03083400 -0.009970374 -0.02199835
## 181 182 183 184
## (Intercept) 0.06668146 0.15864560 0.06371486 0.06668146
## demo$parents_grad_college1 0.01709853 0.01495960 0.01432194 0.01709853
## demo$parents_grad_college2 -0.02964237 -0.01935329 -0.02199835 -0.02964237
## 185 186 187 188
## (Intercept) 0.073484863 0.06371486 0.06668146 0.384380869
## demo$parents_grad_college1 0.008886361 0.01432194 0.01709853 0.007114211
## demo$parents_grad_college2 -0.011436376 -0.02199835 -0.02964237 -0.008285066
## 189 190 191 192
## (Intercept) 0.073484863 0.073484863 0.06668146 0.073484863
## demo$parents_grad_college1 0.008886361 0.008886361 0.01709853 0.008886361
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02964237 -0.011436376
## 193 194 195 196
## (Intercept) 0.073484863 0.073484863 0.06371486 0.073484863
## demo$parents_grad_college1 0.008886361 0.008886361 0.01432194 0.008886361
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02199835 -0.011436376
## 197 198 199 200
## (Intercept) 0.06371486 0.09182867 0.073484863 0.073484863
## demo$parents_grad_college1 0.01432194 0.01956617 0.008886361 0.008886361
## demo$parents_grad_college2 -0.02199835 -0.03099169 -0.011436376 -0.011436376
## 201 202 203 204
## (Intercept) 0.087255867 0.06668146 0.06371486 0.073484863
## demo$parents_grad_college1 0.007128218 0.01709853 0.01432194 0.008886361
## demo$parents_grad_college2 -0.007569290 -0.02964237 -0.02199835 -0.011436376
## 205 206 207 208
## (Intercept) 0.10284323 0.61370628 0.09060047 0.073484863
## demo$parents_grad_college1 0.01442601 -0.01168977 0.01358798 0.008886361
## demo$parents_grad_college2 -0.02341543 0.01650885 -0.01915540 -0.011436376
## 209 210 211 212
## (Intercept) 0.073484863 0.10061847 0.06371486 0.06668146
## demo$parents_grad_college1 0.008886361 0.01542202 0.01432194 0.01709853
## demo$parents_grad_college2 -0.011436376 -0.02216156 -0.02199835 -0.02964237
## 213 214 215 216
## (Intercept) 0.073484863 0.073484863 0.09065206 0.087255867
## demo$parents_grad_college1 0.008886361 0.008886361 0.01728454 0.007128218
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02910217 -0.007569290
## 217 218 219 220
## (Intercept) 0.073484863 0.073484863 0.06371486 0.06371486
## demo$parents_grad_college1 0.008886361 0.008886361 0.01432194 0.01432194
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02199835 -0.02199835
## 221 222 223 224
## (Intercept) 0.10205811 0.073484863 0.06371486 0.06668146
## demo$parents_grad_college1 0.02157140 0.008886361 0.01432194 0.01709853
## demo$parents_grad_college2 -0.03432307 -0.011436376 -0.02199835 -0.02964237
## 225 226 227 228
## (Intercept) 0.07849800 0.073484863 0.073484863 0.073484863
## demo$parents_grad_college1 0.01846200 0.008886361 0.008886361 0.008886361
## demo$parents_grad_college2 -0.02981715 -0.011436376 -0.011436376 -0.011436376
## 229 230 231 232
## (Intercept) 0.073484863 0.07524480 0.087255867 0.06371486
## demo$parents_grad_college1 0.008886361 0.01560869 0.007128218 0.01432194
## demo$parents_grad_college2 -0.011436376 -0.02202763 -0.007569290 -0.02199835
## 233 234 235 236
## (Intercept) 0.06668146 0.18757209 0.61370628 0.11795837
## demo$parents_grad_college1 0.01709853 0.01850793 -0.01168977 0.01979781
## demo$parents_grad_college2 -0.02964237 -0.02818453 0.01650885 -0.03033757
## 237 238 239 240
## (Intercept) 0.07621866 0.10453496 0.08260280 0.08260280
## demo$parents_grad_college1 0.01531471 0.01836406 0.01054308 0.01054308
## demo$parents_grad_college2 -0.02300149 -0.03024448 -0.01416496 -0.01416496
## 241 242 243 244
## (Intercept) 0.11368698 0.06371486 0.073484863 0.073484863
## demo$parents_grad_college1 0.01677346 0.01432194 0.008886361 0.008886361
## demo$parents_grad_college2 -0.02209982 -0.02199835 -0.011436376 -0.011436376
## 245 246 247 248
## (Intercept) 0.06371486 0.06668146 0.073484863 0.07278470
## demo$parents_grad_college1 0.01432194 0.01709853 0.008886361 0.01612411
## demo$parents_grad_college2 -0.02199835 -0.02964237 -0.011436376 -0.02499682
## 249 250 251 252
## (Intercept) 0.11795837 0.06668146 0.09820388 0.125896563
## demo$parents_grad_college1 0.01979781 0.01709853 0.01854959 0.008909992
## demo$parents_grad_college2 -0.03033757 -0.02964237 -0.02613540 -0.009207029
## 253 254 255 256
## (Intercept) 0.10205811 0.073484863 0.11795837 0.11368698
## demo$parents_grad_college1 0.02157140 0.008886361 0.01979781 0.01677346
## demo$parents_grad_college2 -0.03432307 -0.011436376 -0.03033757 -0.02209982
## 257 258 259 260
## (Intercept) 0.073484863 0.073484863 0.11795837 0.61370628
## demo$parents_grad_college1 0.008886361 0.008886361 0.01979781 -0.01168977
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.03033757 0.01650885
## 261 262 263 264
## (Intercept) 0.06668146 0.13433546 0.09959908 0.61370628
## demo$parents_grad_college1 0.01709853 0.01727394 0.01572900 -0.01168977
## demo$parents_grad_college2 -0.02964237 -0.02243101 -0.02114217 0.01650885
## 265 266 267 268
## (Intercept) 0.512622327 0.06371486 0.09454291 0.073484863
## demo$parents_grad_college1 -0.006510249 0.01432194 0.01174517 0.008886361
## demo$parents_grad_college2 0.005428713 -0.02199835 -0.01402043 -0.011436376
## 269 270 271 272
## (Intercept) 0.06668146 0.16378285 0.06668146 0.12279546
## demo$parents_grad_college1 0.01709853 0.01848060 0.01709853 0.02176297
## demo$parents_grad_college2 -0.02964237 -0.02709332 -0.02964237 -0.03565604
## 273 274 275 276
## (Intercept) 0.06668146 0.06668146 0.11368698 0.07754380
## demo$parents_grad_college1 0.01709853 0.01709853 0.01677346 0.01262929
## demo$parents_grad_college2 -0.02964237 -0.02964237 -0.02209982 -0.01824799
## 277 278 279 280
## (Intercept) 0.07278470 0.06668146 0.06668146 0.310245756
## demo$parents_grad_college1 0.01612411 0.01709853 0.01709853 0.009850953
## demo$parents_grad_college2 -0.02499682 -0.02964237 -0.02964237 -0.014875819
## 281 282 283 284
## (Intercept) 0.073484863 0.073484863 0.073484863 0.073484863
## demo$parents_grad_college1 0.008886361 0.008886361 0.008886361 0.008886361
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.011436376 -0.011436376
## 285 286 287 288
## (Intercept) 0.06371486 0.073484863 0.07278470 0.073484863
## demo$parents_grad_college1 0.01432194 0.008886361 0.01612411 0.008886361
## demo$parents_grad_college2 -0.02199835 -0.011436376 -0.02499682 -0.011436376
## 289 290 291 292
## (Intercept) 0.08708965 0.08708965 0.073484863 0.06371486
## demo$parents_grad_college1 0.01441525 0.01441525 0.008886361 0.01432194
## demo$parents_grad_college2 -0.02119426 -0.02119426 -0.011436376 -0.02199835
## 293 294 295 296
## (Intercept) 0.14134073 0.073484863 0.06668146 0.06668146
## demo$parents_grad_college1 0.01518257 0.008886361 0.01709853 0.01709853
## demo$parents_grad_college2 -0.02211692 -0.011436376 -0.02964237 -0.02964237
## 297 298 299 300
## (Intercept) 0.06371486 0.61370628 0.073484863 0.06668146
## demo$parents_grad_college1 0.01432194 -0.01168977 0.008886361 0.01709853
## demo$parents_grad_college2 -0.02199835 0.01650885 -0.011436376 -0.02964237
## 301 302 303 304
## (Intercept) 0.06371486 0.06668146 0.09375621 0.27877888
## demo$parents_grad_college1 0.01432194 0.01709853 0.01610997 0.01505630
## demo$parents_grad_college2 -0.02199835 -0.02964237 -0.02244327 -0.02031507
## 305 306 307 308
## (Intercept) 0.06371486 0.07524480 0.06371486 0.14758295
## demo$parents_grad_college1 0.01432194 0.01560869 0.01432194 0.01739272
## demo$parents_grad_college2 -0.02199835 -0.02202763 -0.02199835 -0.02607657
## 309 310 311 312
## (Intercept) 0.13864660 0.61370628 0.073484863 0.08787883
## demo$parents_grad_college1 0.01574731 -0.01168977 0.008886361 0.01618299
## demo$parents_grad_college2 -0.02536791 0.01650885 -0.011436376 -0.02728648
##
## $f.perms
## [,1]
## [1,] 0.766061940
## [2,] 0.834868823
## [3,] 0.991661407
## [4,] 0.298188623
## [5,] 2.732258302
## [6,] 0.261559847
## [7,] 0.773374882
## [8,] 0.261681524
## [9,] 2.229082198
## [10,] 0.432455437
## [11,] 0.205138788
## [12,] 0.295401759
## [13,] 0.413832572
## [14,] 1.932544245
## [15,] 0.726903493
## [16,] 0.337709126
## [17,] 1.407963884
## [18,] 3.902933214
## [19,] 0.469978781
## [20,] 0.171392816
## [21,] 0.455970392
## [22,] 0.796644031
## [23,] 0.512346787
## [24,] 0.440892242
## [25,] 0.474432168
## [26,] 0.190740155
## [27,] 0.866564924
## [28,] 0.457125015
## [29,] 0.492796561
## [30,] 0.162519017
## [31,] 0.878587459
## [32,] 2.461650290
## [33,] 1.578697167
## [34,] 0.928056336
## [35,] 2.068368124
## [36,] 1.656901510
## [37,] 0.263904374
## [38,] 0.647399931
## [39,] 3.901691420
## [40,] 0.609364752
## [41,] 0.869525166
## [42,] 1.128837384
## [43,] 0.501049802
## [44,] 1.461105425
## [45,] 0.795332349
## [46,] 0.787920837
## [47,] 0.883420684
## [48,] 1.681996991
## [49,] 1.610816918
## [50,] 0.575563613
## [51,] 0.270247238
## [52,] 2.332344015
## [53,] 0.106569092
## [54,] 1.393229327
## [55,] 2.271254115
## [56,] 0.220214303
## [57,] 0.751669400
## [58,] 0.589318322
## [59,] 0.730877121
## [60,] 0.279102040
## [61,] 3.179575602
## [62,] 1.701547163
## [63,] 0.408423912
## [64,] 0.497736390
## [65,] 0.236408487
## [66,] 0.458815337
## [67,] 0.249821236
## [68,] 0.728417035
## [69,] 0.465997958
## [70,] 2.544482885
## [71,] 1.404406747
## [72,] 0.446457564
## [73,] 1.082976820
## [74,] 0.663633026
## [75,] 1.221183016
## [76,] 0.317366368
## [77,] 1.155768656
## [78,] 0.319817275
## [79,] 0.327015011
## [80,] 1.333293734
## [81,] 0.307449568
## [82,] 0.370768722
## [83,] 0.524555086
## [84,] 0.943887503
## [85,] 0.791576691
## [86,] 1.131654477
## [87,] 0.377824647
## [88,] 0.403421511
## [89,] 0.620698797
## [90,] 1.053855042
## [91,] 0.277309900
## [92,] 0.234189371
## [93,] 2.802940834
## [94,] 1.179016211
## [95,] 0.329571949
## [96,] 0.309627749
## [97,] 1.490520071
## [98,] 0.594698819
## [99,] 0.446447062
## [100,] 3.184827080
## [101,] 0.293273508
## [102,] 1.216888087
## [103,] 0.155842543
## [104,] 1.059721805
## [105,] 0.591198667
## [106,] 0.961504832
## [107,] 0.132394233
## [108,] 1.147008229
## [109,] 4.484507290
## [110,] 0.204587353
## [111,] 0.596687898
## [112,] 0.645178655
## [113,] 0.593204766
## [114,] 0.379540262
## [115,] 0.128611399
## [116,] 0.969538784
## [117,] 0.435875170
## [118,] 0.967794138
## [119,] 1.074255230
## [120,] 0.265588668
## [121,] 4.401278710
## [122,] 1.066925821
## [123,] 0.580749432
## [124,] 0.276458209
## [125,] 0.327957118
## [126,] 6.797485447
## [127,] 0.516962184
## [128,] 0.429932617
## [129,] 0.861932029
## [130,] 0.709508619
## [131,] 0.846390842
## [132,] 0.294178919
## [133,] 0.616600538
## [134,] 0.397039008
## [135,] 0.742772538
## [136,] 0.125946453
## [137,] 1.044290117
## [138,] 0.300198707
## [139,] 0.850140477
## [140,] 2.027612953
## [141,] 0.654331385
## [142,] 0.082102803
## [143,] 0.297796779
## [144,] 0.830978798
## [145,] 1.276728124
## [146,] 0.711707513
## [147,] 0.450926955
## [148,] 0.586514306
## [149,] 0.518831992
## [150,] 1.741199861
## [151,] 0.600725869
## [152,] 3.072553828
## [153,] 0.944523114
## [154,] 0.291673070
## [155,] 0.516648757
## [156,] 0.791916929
## [157,] 0.292841113
## [158,] 0.562492814
## [159,] 0.357961095
## [160,] 0.439641131
## [161,] 0.306760230
## [162,] 0.488757114
## [163,] 1.025062068
## [164,] 0.139205777
## [165,] 3.711459255
## [166,] 0.415902454
## [167,] 0.151298569
## [168,] 1.037945262
## [169,] 0.461715527
## [170,] 0.465255116
## [171,] 0.114112532
## [172,] 0.962800519
## [173,] 3.792669495
## [174,] 0.711426740
## [175,] 0.379632127
## [176,] 0.916568771
## [177,] 0.616834936
## [178,] 0.573624458
## [179,] 0.853664805
## [180,] 0.346771676
## [181,] 3.177228403
## [182,] 3.197644291
## [183,] 3.237648905
## [184,] 0.380062631
## [185,] 1.090479142
## [186,] 0.432595114
## [187,] 0.187256927
## [188,] 0.394395796
## [189,] 0.479939124
## [190,] 0.546364245
## [191,] 1.911311436
## [192,] 0.892779936
## [193,] 2.816148761
## [194,] 1.106620609
## [195,] 0.189290562
## [196,] 0.148485022
## [197,] 0.281802343
## [198,] 0.566216412
## [199,] 0.269116352
## [200,] 0.850521344
## [201,] 1.011485525
## [202,] 1.064186620
## [203,] 1.936347975
## [204,] 0.427219582
## [205,] 1.806709398
## [206,] 2.150801313
## [207,] 0.457695407
## [208,] 1.110865394
## [209,] 2.594554183
## [210,] 0.669629457
## [211,] 0.842140291
## [212,] 0.433638009
## [213,] 0.638180854
## [214,] 0.393078204
## [215,] 0.884261037
## [216,] 0.500848292
## [217,] 1.157123691
## [218,] 0.675535203
## [219,] 0.459542275
## [220,] 1.465023286
## [221,] 0.598060478
## [222,] 0.842604740
## [223,] 0.317594901
## [224,] 6.467989380
## [225,] 0.397126877
## [226,] 3.042682784
## [227,] 1.744312449
## [228,] 1.846778118
## [229,] 1.277891943
## [230,] 0.360199688
## [231,] 1.640522521
## [232,] 0.682322378
## [233,] 6.797395518
## [234,] 1.153533461
## [235,] 0.911213999
## [236,] 0.391788052
## [237,] 0.546361384
## [238,] 1.299067436
## [239,] 0.298119862
## [240,] 0.785353143
## [241,] 0.692354934
## [242,] 0.499919133
## [243,] 0.562534481
## [244,] 2.542925458
## [245,] 0.801339945
## [246,] 0.690644824
## [247,] 0.554915370
## [248,] 1.315520023
## [249,] 0.848848511
## [250,] 0.862231596
## [251,] 0.612323689
## [252,] 0.545140743
## [253,] 1.543819238
## [254,] 0.817800354
## [255,] 0.355907886
## [256,] 0.136263614
## [257,] 0.400131330
## [258,] 0.652646697
## [259,] 1.368306109
## [260,] 1.043056449
## [261,] 0.353217812
## [262,] 0.800534660
## [263,] 0.402688541
## [264,] 2.403353714
## [265,] 0.285500931
## [266,] 0.146281553
## [267,] 0.829513624
## [268,] -0.008615205
## [269,] 0.502241474
## [270,] 1.018332280
## [271,] 0.856548738
## [272,] 0.745826533
## [273,] 1.292456045
## [274,] 5.343536808
## [275,] 1.246412915
## [276,] 1.276258411
## [277,] 1.871129466
## [278,] 1.112046191
## [279,] 0.580888870
## [280,] 2.924603320
## [281,] 2.841686190
## [282,] 0.398164196
## [283,] 0.405941058
## [284,] 0.751858092
## [285,] 0.305941443
## [286,] 1.885711196
## [287,] 0.089879046
## [288,] 1.068121866
## [289,] 0.711533463
## [290,] 0.031878217
## [291,] 1.415922697
## [292,] 0.916438159
## [293,] 3.602398853
## [294,] 2.732146221
## [295,] 0.617242201
## [296,] 0.514006754
## [297,] 0.315041717
## [298,] 0.524131771
## [299,] 0.854953858
## [300,] 2.327813676
## [301,] 0.304230875
## [302,] 0.249812842
## [303,] 0.679629756
## [304,] 0.116088638
## [305,] 0.581065638
## [306,] 0.171519926
## [307,] 0.875752533
## [308,] 0.453479668
## [309,] 0.400655943
## [310,] 0.678599349
## [311,] 1.125170631
## [312,] 1.018444436
## [313,] 2.657630192
## [314,] 0.748368555
## [315,] 4.140774361
## [316,] 0.284465528
## [317,] 1.227017135
## [318,] 2.275657485
## [319,] 5.725903032
## [320,] 5.862213627
## [321,] 0.398981868
## [322,] 1.266030021
## [323,] 0.624189798
## [324,] 1.149237870
## [325,] 0.496039991
## [326,] 1.556049133
## [327,] 0.864127900
## [328,] 1.375624525
## [329,] 0.820266584
## [330,] 1.895854837
## [331,] 0.415659698
## [332,] 0.397780552
## [333,] 0.636793065
## [334,] 0.291824695
## [335,] 1.880377713
## [336,] 0.464622738
## [337,] 1.946997011
## [338,] 0.696894683
## [339,] 0.708626008
## [340,] 0.446947157
## [341,] 1.769313108
## [342,] 0.111563395
## [343,] 1.095170852
## [344,] 3.724607903
## [345,] 0.477714049
## [346,] 0.924877277
## [347,] 0.550988660
## [348,] 0.257444108
## [349,] 0.414535880
## [350,] 0.778975288
## [351,] 0.802293231
## [352,] 1.477871696
## [353,] 0.460385240
## [354,] 0.269239280
## [355,] 0.981879642
## [356,] 0.864461697
## [357,] 0.491928296
## [358,] 1.797372454
## [359,] 2.823953398
## [360,] 1.077919121
## [361,] 0.566933670
## [362,] 0.246503271
## [363,] 1.021313811
## [364,] 0.467317044
## [365,] 8.326426545
## [366,] 1.318472499
## [367,] 0.926290897
## [368,] 0.221902810
## [369,] 0.461646262
## [370,] 0.635543382
## [371,] 0.980547371
## [372,] 2.254427639
## [373,] 0.577051053
## [374,] 0.363092750
## [375,] 1.989008018
## [376,] 2.103194022
## [377,] 0.292921879
## [378,] 0.991932324
## [379,] 0.857893666
## [380,] 0.448082800
## [381,] 0.593691095
## [382,] 1.447964026
## [383,] 3.877794654
## [384,] 2.151133500
## [385,] 1.470110829
## [386,] 1.226806262
## [387,] 1.081727444
## [388,] 0.359050467
## [389,] 2.285330981
## [390,] 0.458981888
## [391,] 1.335551695
## [392,] 1.113052548
## [393,] 0.435257506
## [394,] 0.277847546
## [395,] 1.977126603
## [396,] 0.480543768
## [397,] 2.580163288
## [398,] 0.412771929
## [399,] 0.171094367
## [400,] 1.311526528
## [401,] 1.113465594
## [402,] 0.419443008
## [403,] 2.125219782
## [404,] 8.962823969
## [405,] 0.085550970
## [406,] 0.404548123
## [407,] 0.708967713
## [408,] 0.420475760
## [409,] 1.038386915
## [410,] 1.189095351
## [411,] 1.655458090
## [412,] 0.687483125
## [413,] 0.570468550
## [414,] 0.400503055
## [415,] 0.410389266
## [416,] 1.061450052
## [417,] 3.316380131
## [418,] 0.636765558
## [419,] 0.189426170
## [420,] 0.448898566
## [421,] 0.244556492
## [422,] 1.022481201
## [423,] 0.612413817
## [424,] 0.368485072
## [425,] 0.775001111
## [426,] 2.141916964
## [427,] 0.538620658
## [428,] 1.579267509
## [429,] 0.384538324
## [430,] 1.868603043
## [431,] 0.521953715
## [432,] 0.498508621
## [433,] 1.142766269
## [434,] 0.618673146
## [435,] 0.224015223
## [436,] 0.956942966
## [437,] 1.138041497
## [438,] 0.524048198
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## [441,] 0.958471736
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## [443,] 0.799514115
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## [447,] 0.582422911
## [448,] 1.659487310
## [449,] 1.325988780
## [450,] 1.187019225
## [451,] 0.319150878
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## [455,] 1.988547867
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## [462,] 0.379510088
## [463,] 0.394019362
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## [465,] 0.479306907
## [466,] -0.016733173
## [467,] 0.316413897
## [468,] 0.322947239
## [469,] 0.460693023
## [470,] 1.089140474
## [471,] 0.753632078
## [472,] 0.417616878
## [473,] 0.681213603
## [474,] 0.912970886
## [475,] 0.697992596
## [476,] 2.505918939
## [477,] 0.110082881
## [478,] 0.605730591
## [479,] 0.409083673
## [480,] 0.213234144
## [481,] 0.251215002
## [482,] 1.656645187
## [483,] 0.618147562
## [484,] 0.382106570
## [485,] 0.759328023
## [486,] 1.314340011
## [487,] 0.507144540
## [488,] 2.026157814
## [489,] 1.118549449
## [490,] 0.902186741
## [491,] 0.293506290
## [492,] 0.843808831
## [493,] 0.220325269
## [494,] 0.946695144
## [495,] 0.471928146
## [496,] 0.753746224
## [497,] 1.566067292
## [498,] 0.366782318
## [499,] 2.624431751
## [500,] 0.175322628
## [501,] 3.258131265
## [502,] 1.387469910
## [503,] 2.887870451
## [504,] 0.314576971
## [505,] 0.811643111
## [506,] 1.270851795
## [507,] 1.969542091
## [508,] 0.599913273
## [509,] 1.189544225
## [510,] 2.633093089
## [511,] 0.628915793
## [512,] 1.499905254
## [513,] 0.717457460
## [514,] 0.712799335
## [515,] 0.306087415
## [516,] 0.325423759
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## [518,] 0.719214982
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## [520,] 0.401275480
## [521,] 2.400468286
## [522,] 0.418891071
## [523,] 0.565271477
## [524,] 0.399037435
## [525,] 0.490829310
## [526,] 0.628242683
## [527,] 0.208749932
## [528,] 0.124102679
## [529,] 1.522177487
## [530,] 0.537939827
## [531,] 0.444012558
## [532,] 1.368673905
## [533,] 0.737519212
## [534,] 5.152298729
## [535,] 0.866468393
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## [539,] 0.568460374
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## [543,] 0.380740702
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## [545,] 0.734986216
## [546,] 0.658871699
## [547,] 4.527729101
## [548,] 1.380683189
## [549,] 0.277872256
## [550,] 1.054692650
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## [552,] 1.413843359
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## [556,] 0.547168580
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## [564,] 0.342296616
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## [567,] 1.546784050
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## [569,] 2.336220238
## [570,] 1.309558485
## [571,] 3.077062674
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## [999,] 0.915763059
##
## $model.matrix
## (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
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## 295 1 -1 -1
## 296 1 -1 -1
## 297 1 -1 -1
## 298 1 1 0
## 299 1 -1 -1
## 300 1 1 0
## 301 1 -1 -1
## 302 1 1 0
## 303 1 -1 -1
## 304 1 -1 -1
## 305 1 1 0
## 306 1 -1 -1
## 307 1 -1 -1
## 308 1 -1 -1
## 309 1 -1 -1
## 310 1 -1 -1
## 311 1 -1 -1
## 312 1 -1 -1
##
## $terms
## gm ~ demo$parents_grad_college
## attr(,"variables")
## list(gm, demo$parents_grad_college)
## attr(,"factors")
## demo$parents_grad_college
## gm 0
## demo$parents_grad_college 1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to First Generation Student status.
Competency in Science
Now, Competency in Science:
And an
Adonis test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$parents_grad_college 2 0.0911 0.045534 1.3699 0.00879 0.243
## Residuals 309 10.2712 0.033240 0.99121
## Total 311 10.3623 1.00000
##
## $call
## adonis(formula = sci_comp ~ demo$parents_grad_college)
##
## $coefficients
## sci_comp1 sci_comp2 sci_comp3 sci_comp4
## (Intercept) 3.00852541 3.20820738 2.90142379 3.6346957
## demo$parents_grad_college1 0.06610145 -0.04402828 0.11350158 -0.1272330
## demo$parents_grad_college2 -0.13352541 0.41679262 -0.02642379 0.3653043
## sci_competancy_ave
## (Intercept) 3.188213075
## demo$parents_grad_college1 0.002085433
## demo$parents_grad_college2 0.155536925
##
## $coef.sites
## 1 2 3 4
## (Intercept) 0.159472616 0.151995572 0.177300558 0.381069528
## demo$parents_grad_college1 0.007490058 -0.010025469 0.005208666 -0.008382021
## demo$parents_grad_college2 -0.039606691 -0.007218161 -0.031145539 0.034726895
## 5 6 7 8
## (Intercept) 0.242104652 0.151891955 0.260098599 0.187390227
## demo$parents_grad_college1 -0.004624446 -0.001005574 0.001805544 -0.002918933
## demo$parents_grad_college2 0.005915487 -0.024901104 -0.011493664 -0.020447725
## 9 10 11 12
## (Intercept) 0.275019773 0.167945338 0.1756564967 0.35614464
## demo$parents_grad_college1 -0.006746488 -0.007870706 0.0008500085 -0.00571119
## demo$parents_grad_college2 0.018167205 -0.011297912 -0.0275073866 0.02205375
## 13 14 15 16
## (Intercept) 0.153415036 0.153415036 0.149393766 0.1989190420
## demo$parents_grad_college1 0.003559735 0.003559735 0.007321886 -0.0001465036
## demo$parents_grad_college2 -0.033466188 -0.033466188 -0.036194507 -0.0302417263
## 17 18 19 20
## (Intercept) 0.4967771916 0.1425633823 0.16031085 0.151891955
## demo$parents_grad_college1 0.0000490362 -0.0003941458 0.00348276 -0.001005574
## demo$parents_grad_college2 0.0294743347 -0.0218403141 -0.03369534 -0.024901104
## 21 22 23 24
## (Intercept) 0.1958334599 0.158692947 0.155670891 0.144481850
## demo$parents_grad_college1 -0.0007109159 -0.002888403 -0.008089118 0.002141048
## demo$parents_grad_college2 -0.0165072639 -0.009987723 -0.007360923 -0.031155210
## 25 26 27 28
## (Intercept) 0.16759305 0.2362407937 0.1452731513 0.180114604
## demo$parents_grad_college1 0.00248071 0.0001029591 -0.0001383313 -0.001441326
## demo$parents_grad_college2 -0.01414098 -0.0288394514 -0.0250262736 -0.016293085
## 29 30 31 32
## (Intercept) 0.16031085 0.183553090 0.164983849 0.153415036
## demo$parents_grad_college1 0.00348276 0.004413624 0.001931143 0.003559735
## demo$parents_grad_college2 -0.03369534 -0.019205255 -0.015267639 -0.033466188
## 33 34 35 36
## (Intercept) 0.2045005055 0.182915728 0.19419921 0.1895535510
## demo$parents_grad_college1 -0.0007604205 -0.004099103 0.01187077 -0.0006138205
## demo$parents_grad_college2 -0.0272765550 -0.016573612 -0.04514101 -0.0131110205
## 37 38 39 40
## (Intercept) 0.185806503 0.153415036 0.163574242 0.153415036
## demo$parents_grad_college1 0.007999816 0.003559735 -0.002865656 0.003559735
## demo$parents_grad_college2 -0.039797049 -0.033466188 -0.021207130 -0.033466188
## 41 42 43 44
## (Intercept) 0.2171411052 0.2141338558 0.16498246 0.225974048
## demo$parents_grad_college1 0.0006993596 0.0005494085 0.00380062 0.004342618
## demo$parents_grad_college2 -0.0284057218 -0.0311127582 -0.03844987 -0.011863514
## 45 46 47 48
## (Intercept) 0.239717833 0.151995572 0.23407001 0.1836617226
## demo$parents_grad_college1 -0.004867716 -0.010025469 0.01255727 -0.0054333908
## demo$parents_grad_college2 -0.007665779 -0.007218161 -0.04038633 0.0002099223
## 49 50 51 52
## (Intercept) 0.151995572 0.167945338 0.2141338558 0.183553090
## demo$parents_grad_college1 -0.010025469 -0.007870706 0.0005494085 0.004413624
## demo$parents_grad_college2 -0.007218161 -0.011297912 -0.0311127582 -0.019205255
## 53 54 55 56
## (Intercept) 0.167945338 0.2077569034 0.171232593 0.190204387
## demo$parents_grad_college1 -0.007870706 -0.0000239554 -0.002251222 -0.009811335
## demo$parents_grad_college2 -0.011297912 -0.0331972347 -0.014108976 0.001359565
## 57 58 59 60
## (Intercept) 0.164983849 0.151598461 0.1425633823 0.24358271
## demo$parents_grad_college1 0.001931143 0.001265101 -0.0003941458 0.01309924
## demo$parents_grad_college2 -0.015267639 -0.024127901 -0.0218403141 -0.04250239
## 61 62 63 64
## (Intercept) 0.167179037 0.155670891 0.171338972 0.225974048
## demo$parents_grad_college1 0.002630074 -0.008089118 -0.011666470 0.004342618
## demo$parents_grad_college2 -0.026906115 -0.007360923 0.004399364 -0.011863514
## 65 66 67 68
## (Intercept) 0.215874302 0.214331896 0.2362407937 0.151598461
## demo$parents_grad_college1 -0.006320387 0.005010693 0.0001029591 0.001265101
## demo$parents_grad_college2 0.007651437 -0.031174536 -0.0288394514 -0.024127901
## 69 70 71 72
## (Intercept) 0.155670891 0.226489246 0.157613380 0.153415036
## demo$parents_grad_college1 -0.008089118 0.004773198 0.003888263 0.003559735
## demo$parents_grad_college2 -0.007360923 -0.012378712 -0.038223645 -0.033466188
## 73 74 75 76
## (Intercept) 0.151598461 0.242104652 0.2362407937 0.151598461
## demo$parents_grad_college1 0.001265101 -0.004624446 0.0001029591 0.001265101
## demo$parents_grad_college2 -0.024127901 0.005915487 -0.0288394514 -0.024127901
## 77 78 79 80
## (Intercept) 0.1753687206 0.175392708 0.137877135 0.16498246
## demo$parents_grad_college1 -0.0004074586 0.002489994 -0.002413517 0.00380062
## demo$parents_grad_college2 -0.0174738097 -0.034025783 -0.021410968 -0.03844987
## 81 82 83 84
## (Intercept) 0.17321707 0.153415036 0.178433759 0.1705542469
## demo$parents_grad_college1 0.00530056 0.003559735 0.002680431 0.0004418219
## demo$parents_grad_college2 -0.04009065 -0.033466188 -0.017838832 -0.0320447934
## 85 86 87 88
## (Intercept) 0.149834910 0.144977775 0.317732580 0.147094149
## demo$parents_grad_college1 0.004407499 0.005610532 -0.008351769 0.002377991
## demo$parents_grad_college2 -0.025450480 -0.036334086 0.027458703 -0.034212448
## 89 90 91 92
## (Intercept) 0.180114604 0.179892305 0.137877135 0.196059675
## demo$parents_grad_college1 -0.001441326 0.006519585 -0.002413517 -0.001970616
## demo$parents_grad_college2 -0.016293085 -0.030313906 -0.021410968 -0.006930596
## 93 94 95 96
## (Intercept) 0.367436255 0.184511140 0.182355792 0.4967771916
## demo$parents_grad_college1 -0.006365421 0.002622233 0.003954965 0.0000490362
## demo$parents_grad_college2 0.032178464 -0.037083609 -0.019812813 0.0294743347
## 97 98 99 100
## (Intercept) 0.1452731513 0.17017272 0.264200319 0.222740964
## demo$parents_grad_college1 -0.0001383313 0.00415435 -0.007100877 -0.010913533
## demo$parents_grad_college2 -0.0250262736 -0.03468814 0.017221953 0.008784775
## 101 102 103 104
## (Intercept) 0.1726589516 0.144481850 0.183553090 0.151598461
## demo$parents_grad_college1 -0.0006632731 0.002141048 0.004413624 0.001265101
## demo$parents_grad_college2 -0.0142878503 -0.031155210 -0.019205255 -0.024127901
## 105 106 107 108
## (Intercept) 0.2141338558 0.352980036 0.144977775 0.180114604
## demo$parents_grad_college1 0.0005494085 -0.006406776 0.005610532 -0.001441326
## demo$parents_grad_college2 -0.0311127582 0.025218348 -0.036334086 -0.016293085
## 109 110 111 112
## (Intercept) 0.183553090 0.181096553 0.175112583 0.19474681
## demo$parents_grad_college1 0.004413624 0.004115645 0.001906304 0.00306959
## demo$parents_grad_college2 -0.019205255 -0.017576514 -0.036186463 -0.03178378
## 113 114 115
## (Intercept) 0.153415036 0.167945338 0.2947626499
## demo$parents_grad_college1 0.003559735 -0.007870706 -0.0005008392
## demo$parents_grad_college2 -0.033466188 -0.011297912 0.0039417050
## 116 117 118 119
## (Intercept) 0.2351546551 0.16498246 0.275276612 0.4967771916
## demo$parents_grad_college1 -0.0004622793 0.00380062 0.009041278 0.0000490362
## demo$parents_grad_college2 -0.0191184232 -0.03844987 -0.014253376 0.0294743347
## 120 121 122 123
## (Intercept) 0.183553090 0.4967771916 0.263126485 0.4967771916
## demo$parents_grad_college1 0.004413624 0.0000490362 -0.001980457 0.0000490362
## demo$parents_grad_college2 -0.019205255 0.0294743347 -0.003995235 0.0294743347
## 124 125 126 127
## (Intercept) 0.205688798 0.1836617226 0.153415036 0.212159598
## demo$parents_grad_college1 -0.003161285 -0.0054333908 0.003559735 -0.002110665
## demo$parents_grad_college2 -0.002689375 0.0002099223 -0.033466188 -0.009744970
## 128 129 130 131
## (Intercept) 0.352980036 0.191653918 0.17017272 0.160280740
## demo$parents_grad_college1 -0.006406776 0.002919588 0.00415435 0.004590531
## demo$parents_grad_college2 0.025218348 -0.034573240 -0.03468814 -0.028999759
## 132 133 134 135
## (Intercept) 0.151995572 0.158692947 0.177227469 0.1452731513
## demo$parents_grad_college1 -0.010025469 -0.002888403 -0.010747087 -0.0001383313
## demo$parents_grad_college2 -0.007218161 -0.009987723 -0.001965324 -0.0250262736
## 136 137 138 139
## (Intercept) 0.1425633823 0.4967771916 0.171338972 0.190204387
## demo$parents_grad_college1 -0.0003941458 0.0000490362 -0.011666470 -0.009811335
## demo$parents_grad_college2 -0.0218403141 0.0294743347 0.004399364 0.001359565
## 140 141 142 143
## (Intercept) 0.153415036 0.151995572 0.1425633823 0.187390227
## demo$parents_grad_college1 0.003559735 -0.010025469 -0.0003941458 -0.002918933
## demo$parents_grad_college2 -0.033466188 -0.007218161 -0.0218403141 -0.020447725
## 144 145 146
## (Intercept) 0.164983849 0.1836617226 0.155670891
## demo$parents_grad_college1 0.001931143 -0.0054333908 -0.008089118
## demo$parents_grad_college2 -0.015267639 0.0002099223 -0.007360923
## 147 148 149
## (Intercept) 0.1425633823 0.4967771916 0.1776591695
## demo$parents_grad_college1 -0.0003941458 0.0000490362 0.0009938751
## demo$parents_grad_college2 -0.0218403141 0.0294743347 -0.0302316383
## 150 151 152 153
## (Intercept) 0.419005276 0.1378893384 0.4967771916 0.381069528
## demo$parents_grad_college1 -0.001050178 0.0007620904 0.0000490362 -0.008382021
## demo$parents_grad_college2 0.022805928 -0.0323091273 0.0294743347 0.034726895
## 154 155 156 157
## (Intercept) 0.196370306 0.158723057 0.4967771916 0.4967771916
## demo$parents_grad_college1 -0.008830350 0.001183046 0.0000490362 0.0000490362
## demo$parents_grad_college2 -0.005332669 -0.024355945 0.0294743347 0.0294743347
## 158 159 160 161
## (Intercept) 0.2362407937 0.153415036 0.144977775 0.205688798
## demo$parents_grad_college1 0.0001029591 0.003559735 0.005610532 -0.003161285
## demo$parents_grad_college2 -0.0288394514 -0.033466188 -0.036334086 -0.002689375
## 162 163 164 165
## (Intercept) 0.1425633823 0.185257544 0.381069528 0.193853552
## demo$parents_grad_college1 -0.0003941458 0.002567455 -0.008382021 0.001466222
## demo$parents_grad_college2 -0.0218403141 -0.031378400 0.034726895 -0.030890522
## 166 167 168 169
## (Intercept) 0.162832514 0.180612436 0.183553090 0.213479741
## demo$parents_grad_college1 0.003702704 0.001015999 0.004413624 -0.005074354
## demo$parents_grad_college2 -0.036633666 -0.016871518 -0.019205255 0.006582380
## 170 171 172 173
## (Intercept) 0.163574242 0.215874302 0.144481850 0.215874302
## demo$parents_grad_college1 -0.002865656 -0.006320387 0.002141048 -0.006320387
## demo$parents_grad_college2 -0.021207130 0.007651437 -0.031155210 0.007651437
## 174 175 176 177
## (Intercept) 0.1452731513 0.196059675 0.157710721 0.137877135
## demo$parents_grad_college1 -0.0001383313 -0.001970616 -0.004433131 -0.002413517
## demo$parents_grad_college2 -0.0250262736 -0.006930596 -0.021987652 -0.021410968
## 178 179 180 181
## (Intercept) 0.182915728 0.153415036 0.1836617226 0.215874302
## demo$parents_grad_college1 -0.004099103 0.003559735 -0.0054333908 -0.006320387
## demo$parents_grad_college2 -0.016573612 -0.033466188 0.0002099223 0.007651437
## 182 183 184 185
## (Intercept) 0.174257208 0.153415036 0.167945338 0.178433759
## demo$parents_grad_college1 -0.008424733 0.003559735 -0.007870706 0.002680431
## demo$parents_grad_college2 -0.012696579 -0.033466188 -0.011297912 -0.017838832
## 186 187 188
## (Intercept) 0.1583852207 0.242104652 0.252924106
## demo$parents_grad_college1 0.0008442449 -0.004624446 -0.004270057
## demo$parents_grad_college2 -0.0276150944 0.005915487 0.006860740
## 189 190 191 192
## (Intercept) 1.843204e-01 0.167179037 0.4967771916 0.153415036
## demo$parents_grad_college1 -4.254485e-03 0.002630074 0.0000490362 0.003559735
## demo$parents_grad_college2 1.052364e-05 -0.026906115 0.0294743347 -0.033466188
## 193 194 195 196
## (Intercept) 0.191653918 0.193853552 0.213479741 0.153415036
## demo$parents_grad_college1 0.002919588 0.001466222 -0.005074354 0.003559735
## demo$parents_grad_college2 -0.034573240 -0.030890522 0.006582380 -0.033466188
## 197 198 199 200
## (Intercept) 0.1836617226 0.215874302 0.17017272 0.16031085
## demo$parents_grad_college1 -0.0054333908 -0.006320387 0.00415435 0.00348276
## demo$parents_grad_college2 0.0002099223 0.007651437 -0.03468814 -0.03369534
## 201 202 203
## (Intercept) 0.4967771916 0.1378893384 0.4223730248
## demo$parents_grad_college1 0.0000490362 0.0007620904 -0.0003451864
## demo$parents_grad_college2 0.0294743347 -0.0323091273 0.0194381794
## 204 205 206
## (Intercept) 0.1378893384 0.202931603 0.2362407937
## demo$parents_grad_college1 0.0007620904 0.001733703 0.0001029591
## demo$parents_grad_college2 -0.0323091273 -0.008533642 -0.0288394514
## 207 208 209 210
## (Intercept) 0.356860003 0.1793015897 0.147094149 0.157613380
## demo$parents_grad_college1 -0.005054983 -0.0082871643 0.002377991 0.003888263
## demo$parents_grad_college2 0.021338381 0.0007365793 -0.034212448 -0.038223645
## 211 212 213 214
## (Intercept) 0.173677459 0.16759305 0.352980036 0.203100541
## demo$parents_grad_college1 -0.010542987 0.00248071 -0.006406776 0.002941074
## demo$parents_grad_college2 0.004704029 -0.01414098 0.025218348 -0.008769613
## 215 216 217 218
## (Intercept) 0.157613380 0.155670891 0.1526422323 0.254611349
## demo$parents_grad_college1 0.003888263 -0.008089118 -0.0002259743 0.003043246
## demo$parents_grad_college2 -0.038223645 -0.007360923 -0.0252524975 -0.005804289
## 219 220 221 222
## (Intercept) 0.2362407937 0.16031085 0.267024800 0.199812302
## demo$parents_grad_college1 0.0001029591 0.00348276 -0.006432864 0.001456864
## demo$parents_grad_college2 -0.0288394514 -0.03369534 0.014397472 -0.031134986
## 223 224 225 226
## (Intercept) 0.297929139 0.264200319 0.352828464 0.24313628
## demo$parents_grad_college1 -0.004531784 -0.007100877 -0.001399993 -0.01373012
## demo$parents_grad_college2 0.011886327 0.017221953 0.013605214 0.02002689
## 227 228 229 230
## (Intercept) 0.242104652 0.196370306 0.153415036 0.242104652
## demo$parents_grad_college1 -0.004624446 -0.008830350 0.003559735 -0.004624446
## demo$parents_grad_college2 0.005915487 -0.005332669 -0.033466188 0.005915487
## 231 232 233 234
## (Intercept) 0.29577580 0.2077569034 0.274909551 0.191653918
## demo$parents_grad_college1 -0.01423216 -0.0000239554 0.004095554 0.002919588
## demo$parents_grad_college2 0.02738194 -0.0331972347 -0.003360000 -0.034573240
## 235 236 237 238
## (Intercept) 0.153415036 0.242104652 0.2141338558 0.205688798
## demo$parents_grad_college1 0.003559735 -0.004624446 0.0005494085 -0.003161285
## demo$parents_grad_college2 -0.033466188 0.005915487 -0.0311127582 -0.002689375
## 239 240 241 242
## (Intercept) 0.2947626499 0.423185072 0.153415036 0.161590215
## demo$parents_grad_college1 -0.0005008392 0.000423576 0.003559735 0.005726907
## demo$parents_grad_college2 0.0039417050 0.018626132 -0.033466188 -0.030964914
## 243 244 245 246
## (Intercept) 0.153415036 0.2362407937 0.254611349 0.260098599
## demo$parents_grad_college1 0.003559735 0.0001029591 0.003043246 0.001805544
## demo$parents_grad_college2 -0.033466188 -0.0288394514 -0.005804289 -0.011493664
## 247 248 249 250
## (Intercept) 0.274909551 0.215874302 0.157613380 0.16031085
## demo$parents_grad_college1 0.004095554 -0.006320387 0.003888263 0.00348276
## demo$parents_grad_college2 -0.003360000 0.007651437 -0.038223645 -0.03369534
## 251 252 253 254
## (Intercept) 0.1526422323 0.2029087069 0.253494572 0.17017272
## demo$parents_grad_college1 -0.0002259743 -0.0008621701 -0.003778347 0.00415435
## demo$parents_grad_college2 -0.0252524975 -0.0153344385 0.006290273 -0.03468814
## 255 256 257 258
## (Intercept) 0.215874302 0.352828464 0.137877135 0.189691171
## demo$parents_grad_college1 -0.006320387 -0.001399993 -0.002413517 -0.004807256
## demo$parents_grad_college2 0.007651437 0.013605214 -0.021410968 -0.003952835
## 259 260 261 262
## (Intercept) 0.17017272 0.381069528 0.1425633823 0.215874302
## demo$parents_grad_college1 0.00415435 -0.008382021 -0.0003941458 -0.006320387
## demo$parents_grad_college2 -0.03468814 0.034726895 -0.0218403141 0.007651437
## 263 264 265
## (Intercept) 0.215874302 0.1749007698 0.1583852207
## demo$parents_grad_college1 -0.006320387 -0.0006308085 0.0008442449
## demo$parents_grad_college2 0.007651437 -0.0223172422 -0.0276150944
## 266 267 268 269
## (Intercept) 0.163574242 0.215874302 0.17017272 0.176502443
## demo$parents_grad_college1 -0.002865656 -0.006320387 0.00415435 -0.001222741
## demo$parents_grad_college2 -0.021207130 0.007651437 -0.03468814 -0.016456966
## 270 271 272 273
## (Intercept) 0.177227469 0.317732580 0.212159598 0.242104652
## demo$parents_grad_college1 -0.010747087 -0.008351769 -0.002110665 -0.004624446
## demo$parents_grad_college2 -0.001965324 0.027458703 -0.009744970 0.005915487
## 274 275 276 277
## (Intercept) 0.32834375 0.252924106 0.1378893384 0.184938628
## demo$parents_grad_college1 -0.01276488 -0.004270057 0.0007620904 -0.002026372
## demo$parents_grad_college2 0.02554319 0.006860740 -0.0323091273 -0.018174799
## 278 279 280 281
## (Intercept) 0.175392708 0.222740964 0.145911165 0.157613380
## demo$parents_grad_college1 0.002489994 -0.010913533 0.002998228 0.003888263
## demo$parents_grad_college2 -0.034025783 0.008784775 -0.026063172 -0.038223645
## 282 283 284 285
## (Intercept) 0.17017272 0.196370306 0.2426174218 0.1425633823
## demo$parents_grad_college1 0.00415435 -0.008830350 -0.0084376368 -0.0003941458
## demo$parents_grad_college2 -0.03468814 -0.005332669 -0.0005653672 -0.0218403141
## 286 287 288 289
## (Intercept) 0.179892305 0.164983849 0.17017272 0.1452731513
## demo$parents_grad_college1 0.006519585 0.001931143 0.00415435 -0.0001383313
## demo$parents_grad_college2 -0.030313906 -0.015267639 -0.03468814 -0.0250262736
## 290 291 292 293
## (Intercept) 0.16759305 0.2362407937 0.147094149 0.35614464
## demo$parents_grad_college1 0.00248071 0.0001029591 0.002377991 -0.00571119
## demo$parents_grad_college2 -0.01414098 -0.0288394514 -0.034212448 0.02205375
## 294 295 296 297
## (Intercept) 0.1425633823 0.149834910 0.202672604 0.137877135
## demo$parents_grad_college1 -0.0003941458 0.004407499 0.002604730 -0.002413517
## demo$parents_grad_college2 -0.0218403141 -0.025450480 -0.008341675 -0.021410968
## 298 299 300 301
## (Intercept) 0.147094149 0.179639953 0.155670891 0.153415036
## demo$parents_grad_college1 0.002377991 -0.004577531 -0.008089118 0.003559735
## demo$parents_grad_college2 -0.034212448 -0.017674676 -0.007360923 -0.033466188
## 302 303 304 305
## (Intercept) 0.153415036 0.155000952 0.145911165 0.1425633823
## demo$parents_grad_college1 0.003559735 -0.004688945 0.002998228 -0.0003941458
## demo$parents_grad_college2 -0.033466188 -0.018801693 -0.026063172 -0.0218403141
## 306 307 308 309
## (Intercept) 0.151598461 0.173677459 0.19991742 0.193043644
## demo$parents_grad_college1 0.001265101 -0.010542987 -0.01282242 -0.004876853
## demo$parents_grad_college2 -0.024127901 0.004704029 0.01117034 -0.023249915
## 310 311 312
## (Intercept) 0.151995572 0.153415036 0.17857627
## demo$parents_grad_college1 -0.010025469 0.003559735 0.00263980
## demo$parents_grad_college2 -0.007218161 -0.033466188 -0.03114874
##
## $f.perms
## [,1]
## [1,] 1.269083955
## [2,] 0.331497862
## [3,] 2.076554467
## [4,] 0.216772656
## [5,] 1.699157196
## [6,] 0.484214014
## [7,] 0.391486226
## [8,] 1.385520118
## [9,] 0.380974854
## [10,] 0.108136222
## [11,] 0.526369484
## [12,] 0.866700263
## [13,] 0.807189215
## [14,] 0.958658119
## [15,] 1.100298934
## [16,] 1.074577188
## [17,] 0.647631082
## [18,] 0.758624628
## [19,] 0.615690306
## [20,] 1.025589442
## [21,] 1.492531606
## [22,] 2.249549371
## [23,] 0.680304441
## [24,] 0.650065349
## [25,] 2.364301074
## [26,] 0.028520728
## [27,] 1.022255649
## [28,] 0.105117624
## [29,] 0.478445759
## [30,] 0.516566895
## [31,] 1.305335708
## [32,] 0.038666168
## [33,] 1.215653379
## [34,] 0.937104578
## [35,] 1.379772508
## [36,] 0.531709006
## [37,] 0.695738780
## [38,] 0.075457218
## [39,] 0.755643518
## [40,] 0.854998009
## [41,] 0.467533115
## [42,] 0.791020655
## [43,] 0.595033566
## [44,] 1.320406852
## [45,] 0.803162093
## [46,] 0.956781098
## [47,] 1.074095702
## [48,] 0.457652710
## [49,] 0.973457990
## [50,] 2.643149549
## [51,] 0.343382736
## [52,] 0.294418217
## [53,] 0.720456203
## [54,] 0.199827763
## [55,] 0.742867633
## [56,] 1.421263458
## [57,] 0.668440713
## [58,] 0.806768374
## [59,] 1.774886885
## [60,] 2.114982933
## [61,] 0.528751828
## [62,] 0.431826243
## [63,] 0.914717495
## [64,] 2.014795632
## [65,] 2.631292245
## [66,] 1.790572898
## [67,] 0.810926236
## [68,] 1.156323503
## [69,] 0.412681995
## [70,] 2.384277588
## [71,] 0.473128462
## [72,] 1.389367565
## [73,] 0.153650876
## [74,] 0.395525224
## [75,] 0.599919813
## [76,] 0.206082480
## [77,] 0.989906621
## [78,] 0.927468964
## [79,] 0.892401287
## [80,] 0.941373383
## [81,] 0.477664745
## [82,] 1.584785800
## [83,] 0.297264365
## [84,] 1.563614609
## [85,] 2.048827706
## [86,] 0.651403022
## [87,] 0.725613375
## [88,] 0.306981905
## [89,] 1.063227886
## [90,] 1.120084015
## [91,] 1.111254751
## [92,] 1.314101454
## [93,] 0.804791487
## [94,] 1.291375568
## [95,] 1.610125708
## [96,] 1.040302573
## [97,] 0.391797412
## [98,] 1.088875634
## [99,] 2.050035132
## [100,] 0.458247364
## [101,] 1.128541885
## [102,] 1.320574259
## [103,] 0.537508024
## [104,] 0.625032102
## [105,] 0.233876356
## [106,] 2.224917465
## [107,] 1.350914755
## [108,] 1.177516951
## [109,] 0.536223445
## [110,] 1.767711662
## [111,] 0.574255876
## [112,] 0.749787719
## [113,] 0.707360557
## [114,] 0.213077672
## [115,] 0.619013538
## [116,] 0.212331675
## [117,] 2.496636421
## [118,] 0.960185272
## [119,] 1.474947619
## [120,] 2.733920359
## [121,] 0.350674391
## [122,] 0.089004341
## [123,] 0.668656455
## [124,] 0.392490062
## [125,] 0.988409064
## [126,] 1.686954572
## [127,] 0.940008782
## [128,] 0.599566441
## [129,] 0.568762083
## [130,] 1.453341619
## [131,] 0.426093563
## [132,] 0.795810684
## [133,] 0.383063815
## [134,] 0.342817825
## [135,] 2.267976536
## [136,] 0.706479815
## [137,] 0.759652650
## [138,] 0.444244235
## [139,] 1.066202574
## [140,] 0.769683623
## [141,] 0.879021419
## [142,] 0.621590181
## [143,] 0.938498496
## [144,] 4.548291768
## [145,] 0.226020656
## [146,] 0.523671469
## [147,] 2.142245667
## [148,] 0.640143797
## [149,] 0.363334507
## [150,] 0.586046912
## [151,] 0.354501868
## [152,] 1.657214420
## [153,] 0.264982055
## [154,] 0.615339333
## [155,] 0.400654192
## [156,] 0.504945659
## [157,] 0.284608418
## [158,] 0.144825383
## [159,] 0.804929661
## [160,] 1.639217675
## [161,] 1.499330891
## [162,] 1.455146740
## [163,] 0.293749880
## [164,] 0.686238715
## [165,] 0.600947189
## [166,] 3.552919133
## [167,] 0.314797541
## [168,] 2.114660952
## [169,] 0.698927422
## [170,] 1.287811044
## [171,] 2.681626295
## [172,] 1.809800779
## [173,] 0.468809434
## [174,] 0.766863765
## [175,] 0.712013391
## [176,] 0.813343232
## [177,] 0.166109565
## [178,] 0.884193988
## [179,] 1.015531791
## [180,] 1.018138006
## [181,] 0.670861184
## [182,] 1.969777741
## [183,] 0.234862249
## [184,] 2.633460425
## [185,] 0.776458151
## [186,] 0.192297612
## [187,] 1.648250656
## [188,] 4.406608795
## [189,] 0.393960000
## [190,] 2.091955213
## [191,] 0.895971574
## [192,] 0.744369160
## [193,] 1.528892905
## [194,] 0.526614633
## [195,] 2.455951671
## [196,] 1.275795616
## [197,] 2.021171418
## [198,] 0.514931087
## [199,] 0.200236984
## [200,] 2.591789150
## [201,] 2.279413826
## [202,] 0.159792008
## [203,] 3.772172841
## [204,] 1.004339818
## [205,] 0.822152152
## [206,] 4.076213154
## [207,] 0.528960879
## [208,] 3.170908173
## [209,] 0.938177249
## [210,] 0.354651156
## [211,] 0.253372578
## [212,] 1.485439061
## [213,] 1.406840717
## [214,] 3.634639275
## [215,] 0.342636850
## [216,] 0.278404272
## [217,] 0.629156649
## [218,] 1.753736262
## [219,] 3.626051455
## [220,] 0.452394171
## [221,] 0.848470278
## [222,] 2.863055024
## [223,] 0.738862886
## [224,] 1.643753257
## [225,] 1.338864052
## [226,] 0.393151407
## [227,] 0.334181140
## [228,] 1.634305693
## [229,] 0.966479744
## [230,] 0.485929087
## [231,] 3.285986718
## [232,] 1.317507008
## [233,] 0.635022206
## [234,] 0.965698903
## [235,] 0.291348803
## [236,] 0.913963224
## [237,] 0.368966501
## [238,] 1.675334226
## [239,] 0.344821667
## [240,] 0.788096052
## [241,] 0.530338036
## [242,] 2.270958530
## [243,] 0.550596111
## [244,] 1.162429116
## [245,] 0.544002344
## [246,] 0.297345626
## [247,] 0.174771351
## [248,] 0.151264044
## [249,] 0.780904642
## [250,] 0.330501223
## [251,] 1.358413461
## [252,] 1.743148594
## [253,] 0.644380676
## [254,] 0.688019887
## [255,] 0.290147963
## [256,] 0.914361871
## [257,] 0.515418481
## [258,] 0.328299789
## [259,] 0.052334438
## [260,] 0.348868874
## [261,] 1.470977200
## [262,] 1.216592033
## [263,] 0.337725621
## [264,] 0.440095324
## [265,] 0.180324924
## [266,] 1.358365217
## [267,] 0.445920242
## [268,] 2.299739442
## [269,] 0.619340091
## [270,] 0.311116942
## [271,] 0.869113773
## [272,] 0.353999874
## [273,] 0.291150381
## [274,] 0.500800122
## [275,] 0.761614776
## [276,] 3.414939897
## [277,] 0.644426078
## [278,] 0.427667804
## [279,] 1.753615045
## [280,] 1.547416815
## [281,] 1.260494535
## [282,] 1.085386556
## [283,] 0.671746848
## [284,] 0.652946854
## [285,] 1.464183355
## [286,] 0.479643014
## [287,] 1.431480572
## [288,] 1.863392089
## [289,] 1.002279495
## [290,] 0.435433701
## [291,] 0.851304261
## [292,] 0.661793134
## [293,] 0.672501025
## [294,] 1.076995826
## [295,] 0.749641518
## [296,] -0.062980817
## [297,] 1.577926300
## [298,] 1.795200470
## [299,] 0.518344640
## [300,] 0.890582162
## [301,] 0.259093907
## [302,] 0.765915338
## [303,] 0.590606111
## [304,] 1.279077392
## [305,] 1.341276671
## [306,] 2.619521840
## [307,] 3.394526883
## [308,] 2.214463236
## [309,] 1.779037112
## [310,] 1.913891519
## [311,] 0.899243688
## [312,] 0.166978687
## [313,] 0.622459400
## [314,] 0.893512358
## [315,] 1.499242230
## [316,] 2.109905728
## [317,] 0.831705648
## [318,] 0.871913543
## [319,] 0.393077218
## [320,] 2.344760472
## [321,] 0.674592594
## [322,] 3.571861492
## [323,] 0.075856105
## [324,] 1.062867457
## [325,] 1.879910730
## [326,] 1.439846267
## [327,] 4.295976988
## [328,] 0.292163039
## [329,] 1.623528462
## [330,] 0.414030243
## [331,] 0.870247967
## [332,] 1.235478358
## [333,] 1.380599876
## [334,] 1.587713539
## [335,] 0.319540041
## [336,] 2.797136608
## [337,] 0.225246391
## [338,] 1.456553304
## [339,] 1.596490249
## [340,] 0.573834467
## [341,] 0.119745660
## [342,] 0.577212816
## [343,] 0.725951448
## [344,] 4.798334046
## [345,] 1.642465046
## [346,] 1.483234413
## [347,] 1.749469682
## [348,] 0.269684822
## [349,] 0.789509947
## [350,] 0.423527215
## [351,] 2.332899444
## [352,] 0.738109618
## [353,] 0.190440131
## [354,] 0.788012291
## [355,] 0.522859365
## [356,] 0.656667590
## [357,] 0.429479314
## [358,] 0.971519563
## [359,] 0.537197423
## [360,] 0.404806922
## [361,] 0.673769724
## [362,] 2.563126949
## [363,] 1.591308871
## [364,] 1.036970124
## [365,] 2.487802980
## [366,] 0.181939383
## [367,] 2.036959690
## [368,] 1.520817797
## [369,] 0.335827513
## [370,] 0.590658855
## [371,] 0.579532237
## [372,] 2.919221393
## [373,] 1.049400882
## [374,] 0.185151874
## [375,] 0.504355185
## [376,] 1.425499502
## [377,] 0.316355989
## [378,] 0.244696615
## [379,] 0.407677033
## [380,] 0.152489253
## [381,] 1.846911429
## [382,] 0.942536344
## [383,] 0.922941220
## [384,] 0.441071377
## [385,] 0.393946766
## [386,] 0.983709390
## [387,] 0.884005954
## [388,] 1.500232636
## [389,] 1.655152509
## [390,] 1.576920218
## [391,] 2.315785322
## [392,] 0.384428477
## [393,] 1.457822931
## [394,] 0.277122890
## [395,] 0.791250244
## [396,] 0.330094539
## [397,] 0.587179820
## [398,] 0.849052213
## [399,] 0.180857494
## [400,] 0.615765832
## [401,] 0.754339658
## [402,] 1.760418677
## [403,] 0.835598493
## [404,] 0.960351733
## [405,] 0.061957236
## [406,] 0.463753617
## [407,] 0.268276907
## [408,] 2.590608562
## [409,] 0.584394860
## [410,] 1.049051184
## [411,] 3.449698270
## [412,] 0.189231227
## [413,] 0.953519195
## [414,] 0.686137795
## [415,] 0.634418680
## [416,] 0.625851016
## [417,] 0.349081633
## [418,] 2.204320276
## [419,] 2.197919845
## [420,] 0.117162957
## [421,] 1.180669630
## [422,] 0.458134032
## [423,] 1.413389358
## [424,] 1.194575491
## [425,] 1.003885146
## [426,] 0.746969926
## [427,] 0.552606173
## [428,] 0.271202344
## [429,] 0.687558852
## [430,] 0.382107985
## [431,] 0.516556812
## [432,] 0.449746692
## [433,] 1.298221507
## [434,] 2.024367216
## [435,] 0.204619499
## [436,] 0.234822696
## [437,] 1.253599265
## [438,] 1.309763312
## [439,] 1.059052250
## [440,] 0.834124104
## [441,] 0.639150278
## [442,] 0.982668754
## [443,] 0.163406744
## [444,] 0.582888604
## [445,] 0.524816067
## [446,] 0.261943687
## [447,] 0.433836650
## [448,] 0.532103727
## [449,] 1.569494979
## [450,] 0.442101707
## [451,] 0.498540666
## [452,] 0.255564659
## [453,] 0.574181097
## [454,] 0.239675965
## [455,] 0.946016745
## [456,] 0.417061978
## [457,] 1.314028453
## [458,] 0.679375932
## [459,] 1.493459141
## [460,] 1.010456006
## [461,] 0.643018486
## [462,] 0.615711551
## [463,] 0.087127374
## [464,] 0.802157248
## [465,] 1.639139157
## [466,] 0.966735950
## [467,] 0.337119305
## [468,] 0.269309281
## [469,] 0.800319220
## [470,] 1.790699717
## [471,] 0.881218680
## [472,] 0.088840686
## [473,] 1.193693247
## [474,] 0.465878038
## [475,] 0.820435899
## [476,] 1.275594291
## [477,] 0.491450993
## [478,] 0.929390868
## [479,] 1.062548593
## [480,] 0.033109167
## [481,] 1.187335032
## [482,] 0.352086173
## [483,] 0.052772835
## [484,] 5.177508236
## [485,] 0.792645068
## [486,] 0.814461257
## [487,] 1.068523020
## [488,] 0.609413006
## [489,] 0.406955346
## [490,] 0.494867629
## [491,] 0.359319240
## [492,] 0.573068411
## [493,] 1.464109434
## [494,] 1.024022433
## [495,] 0.580440906
## [496,] 0.558942742
## [497,] 0.291490201
## [498,] 1.153217966
## [499,] 1.270889699
## [500,] 0.055333077
## [501,] 1.296626507
## [502,] 0.511350886
## [503,] 0.784773961
## [504,] 1.868044451
## [505,] 0.369086149
## [506,] 0.449402339
## [507,] 0.538997907
## [508,] 0.475460792
## [509,] 0.473298491
## [510,] 1.399196787
## [511,] 3.750413632
## [512,] 0.267718245
## [513,] 0.784073570
## [514,] 2.637892841
## [515,] 1.871227437
## [516,] 0.696709157
## [517,] 0.473242804
## [518,] 1.872362795
## [519,] 0.611100810
## [520,] 2.422999049
## [521,] 1.195354330
## [522,] 1.326550960
## [523,] 1.077219431
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##
## $model.matrix
## (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
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##
## $terms
## sci_comp ~ demo$parents_grad_college
## attr(,"variables")
## list(sci_comp, demo$parents_grad_college)
## attr(,"factors")
## demo$parents_grad_college
## sci_comp 0
## demo$parents_grad_college 1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to First Generation Student status.
Personal Community Orientation
Now, Personal Community Orientation:
And an Adonis test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$parents_grad_college 2 0.00427 0.0021342 0.24065 0.00156 0.876
## Residuals 309 2.74031 0.0088683 0.99844
## Total 311 2.74458 1.00000
##
## $call
## adonis(formula = per_comm_orient ~ demo$parents_grad_college)
##
## $coefficients
## per_comm_orient1 per_comm_orient2 per_comm_orient3
## (Intercept) 5.41634391 5.26657325 5.7179739
## demo$parents_grad_college1 -0.05813496 0.04685958 -0.0761829
## demo$parents_grad_college2 0.20865609 -0.01657325 0.1570261
## per_comm_orient4
## (Intercept) 5.50602210
## demo$parents_grad_college1 -0.04333554
## demo$parents_grad_college2 0.11897790
##
## $coef.sites
## 1 2 3 4
## (Intercept) 0.083020655 0.0731321593 0.061294802 0.061294802
## demo$parents_grad_college1 0.001049706 -0.0004366996 0.001923731 0.001923731
## demo$parents_grad_college2 -0.004985495 -0.0005711622 -0.007083545 -0.007083545
## 5 6 7 8
## (Intercept) 0.061294802 0.0691113396 0.110511548 0.061569712
## demo$parents_grad_college1 0.001923731 -0.0001507946 0.004172758 0.003928384
## demo$parents_grad_college2 -0.007083545 -0.0028555588 -0.013665961 -0.013110681
## 9 10 11 12
## (Intercept) 0.07707611 0.113605967 0.126451582 0.061569712
## demo$parents_grad_college1 0.00353887 -0.001893354 0.002745088 0.003928384
## demo$parents_grad_college2 -0.01288126 0.005116630 -0.011692491 -0.013110681
## 13 14 15
## (Intercept) 0.0731321593 0.0731321593 0.0848399164
## demo$parents_grad_college1 -0.0004366996 -0.0004366996 -0.0015641806
## demo$parents_grad_college2 -0.0005711622 -0.0005711622 0.0007278375
## 16 17 18 19
## (Intercept) 0.220053239 0.061569712 0.098335089 0.061569712
## demo$parents_grad_college1 -0.003160067 0.003928384 0.004173498 0.003928384
## demo$parents_grad_college2 0.005980421 -0.013110681 -0.010344849 -0.013110681
## 20 21 22 23
## (Intercept) 0.114117564 0.256340353 0.0731321593 0.061294802
## demo$parents_grad_college1 -0.003998530 -0.001134111 -0.0004366996 0.001923731
## demo$parents_grad_college2 0.003898792 0.004419758 -0.0005711622 -0.007083545
## 24 25 26 27
## (Intercept) 0.077600559 0.113605967 0.99859353 0.065294674
## demo$parents_grad_college1 0.003830059 -0.001893354 0.00140647 0.003744895
## demo$parents_grad_college2 -0.013953735 0.005116630 0.00140647 -0.011204191
## 28 29 30 31
## (Intercept) 0.126451582 0.061569712 0.0912777052 0.061569712
## demo$parents_grad_college1 0.002745088 0.003928384 0.0003685929 0.003928384
## demo$parents_grad_college2 -0.011692491 -0.013110681 0.0003419446 -0.013110681
## 32 33 34 35
## (Intercept) 0.061294802 0.123440556 0.0902598079 0.061569712
## demo$parents_grad_college1 0.001923731 -0.002835972 -0.0011074677 0.003928384
## demo$parents_grad_college2 -0.007083545 0.002424898 0.0001682529 -0.013110681
## 36 37 38 39
## (Intercept) 0.109503035 0.060726513 0.061569712 0.0912777052
## demo$parents_grad_college1 0.002949244 0.002913601 0.003928384 0.0003685929
## demo$parents_grad_college2 -0.012657448 -0.012070812 -0.013110681 0.0003419446
## 40 41 42
## (Intercept) 0.0738926260 0.061294802 0.061569712
## demo$parents_grad_college1 0.0007232524 0.001923731 0.003928384
## demo$parents_grad_college2 -0.0019550270 -0.007083545 -0.013110681
## 43 44 45 46
## (Intercept) 0.0731321593 0.061294802 0.0912777052 0.289362350
## demo$parents_grad_college1 -0.0004366996 0.001923731 0.0003685929 -0.004711484
## demo$parents_grad_college2 -0.0005711622 -0.007083545 0.0003419446 0.008161474
## 47 48 49 50
## (Intercept) 0.225031583 0.064159558 0.0731321593 0.073981185
## demo$parents_grad_college1 -0.001876120 0.000583065 -0.0004366996 0.002838622
## demo$parents_grad_college2 -0.002506015 -0.003717731 -0.0005711622 -0.008368446
## 51 52 53 54
## (Intercept) 0.061569712 0.061569712 0.0603830448 0.061569712
## demo$parents_grad_college1 0.003928384 0.003928384 0.0008421479 0.003928384
## demo$parents_grad_college2 -0.013110681 -0.013110681 -0.0058814172 -0.013110681
## 55 56 57 58
## (Intercept) 0.109503035 0.061569712 0.064159558 0.0603830448
## demo$parents_grad_college1 0.002949244 0.003928384 0.000583065 0.0008421479
## demo$parents_grad_college2 -0.012657448 -0.013110681 -0.003717731 -0.0058814172
## 59 60 61 62
## (Intercept) 0.061294802 0.077600559 0.064471019 0.077523065
## demo$parents_grad_college1 0.001923731 0.003830059 0.002703563 0.004516751
## demo$parents_grad_college2 -0.007083545 -0.013953735 -0.010095654 -0.013876241
## 63 64 65 66
## (Intercept) 0.114434130 0.094836598 0.109503035 0.107536892
## demo$parents_grad_college1 -0.003464510 0.003034761 0.002949244 -0.001078878
## demo$parents_grad_college2 0.004288466 -0.011838978 -0.012657448 -0.002562541
## 67 68 69 70
## (Intercept) 0.064471019 0.064159558 0.061569712 0.061569712
## demo$parents_grad_college1 0.002703563 0.000583065 0.003928384 0.003928384
## demo$parents_grad_college2 -0.010095654 -0.003717731 -0.013110681 -0.013110681
## 71 72 73 74
## (Intercept) 0.064471019 0.0731321593 0.061569712 0.064159558
## demo$parents_grad_college1 0.002703563 -0.0004366996 0.003928384 0.000583065
## demo$parents_grad_college2 -0.010095654 -0.0005711622 -0.013110681 -0.003717731
## 75 76 77 78
## (Intercept) 0.126451582 0.061294802 0.061569712 0.061569712
## demo$parents_grad_college1 0.002745088 0.001923731 0.003928384 0.003928384
## demo$parents_grad_college2 -0.011692491 -0.007083545 -0.013110681 -0.013110681
## 79 80 81 82
## (Intercept) 0.094836598 0.061569712 0.061569712 0.061569712
## demo$parents_grad_college1 0.003034761 0.003928384 0.003928384 0.003928384
## demo$parents_grad_college2 -0.011838978 -0.013110681 -0.013110681 -0.013110681
## 83 84 85
## (Intercept) 0.061294802 0.0731321593 0.1008757733
## demo$parents_grad_college1 0.001923731 -0.0004366996 0.0007097114
## demo$parents_grad_college2 -0.007083545 -0.0005711622 -0.0028458670
## 86 87 88 89
## (Intercept) 0.061294802 0.077600559 0.0731321593 0.064159558
## demo$parents_grad_college1 0.001923731 0.003830059 -0.0004366996 0.000583065
## demo$parents_grad_college2 -0.007083545 -0.013953735 -0.0005711622 -0.003717731
## 90 91 92 93
## (Intercept) 0.113605967 0.077629205 0.134498669 0.061294802
## demo$parents_grad_college1 -0.001893354 0.002567710 -0.002691330 0.001923731
## demo$parents_grad_college2 0.005116630 -0.007999576 0.005360765 -0.007083545
## 94 95 96
## (Intercept) 0.1357372812 0.0731321593 0.0731321593
## demo$parents_grad_college1 0.0003154721 -0.0004366996 -0.0004366996
## demo$parents_grad_college2 -0.0043381765 -0.0005711622 -0.0005711622
## 97 98 99
## (Intercept) 0.061569712 0.064159558 0.0731321593
## demo$parents_grad_college1 0.003928384 0.000583065 -0.0004366996
## demo$parents_grad_college2 -0.013110681 -0.003717731 -0.0005711622
## 100 101 102
## (Intercept) 0.1600659024 0.126451582 0.061569712
## demo$parents_grad_college1 -0.0001762422 0.002745088 0.003928384
## demo$parents_grad_college2 0.0019814070 -0.011692491 -0.013110681
## 103 104 105
## (Intercept) 0.0824893046 0.0912777052 0.069308892
## demo$parents_grad_college1 -0.0001030726 0.0003685929 0.001986483
## demo$parents_grad_college2 -0.0036783075 0.0003419446 -0.009251709
## 106 107 108
## (Intercept) 0.0698932107 0.0603830448 0.093325716
## demo$parents_grad_college1 0.0009772069 0.0008421479 0.002494802
## demo$parents_grad_college2 -0.0041542093 -0.0058814172 -0.008947328
## 109 110 111 112
## (Intercept) 0.065294674 0.081705238 0.0731321593 0.069308892
## demo$parents_grad_college1 0.003744895 0.001388919 -0.0004366996 0.001986483
## demo$parents_grad_college2 -0.011204191 -0.002894241 -0.0005711622 -0.009251709
## 113 114 115
## (Intercept) 0.0731321593 0.061569712 0.094500659
## demo$parents_grad_college1 -0.0004366996 0.003928384 -0.002662919
## demo$parents_grad_college2 -0.0005711622 -0.013110681 0.004063436
## 116 117 118 119
## (Intercept) 0.0731321593 0.061294802 0.060726513 0.061294802
## demo$parents_grad_college1 -0.0004366996 0.001923731 0.002913601 0.001923731
## demo$parents_grad_college2 -0.0005711622 -0.007083545 -0.012070812 -0.007083545
## 120 121 122 123
## (Intercept) 0.064471019 0.061569712 0.0731321593 0.061569712
## demo$parents_grad_college1 0.002703563 0.003928384 -0.0004366996 0.003928384
## demo$parents_grad_college2 -0.010095654 -0.013110681 -0.0005711622 -0.013110681
## 124 125 126 127
## (Intercept) 0.0731321593 0.065055337 0.120770091 0.094836598
## demo$parents_grad_college1 -0.0004366996 0.001694287 -0.003166237 0.003034761
## demo$parents_grad_college2 -0.0005711622 -0.004998154 0.005095362 -0.011838978
## 128 129 130 131
## (Intercept) 0.094500659 0.137034459 0.0731321593 0.289362350
## demo$parents_grad_college1 -0.002662919 -0.002069867 -0.0004366996 -0.004711484
## demo$parents_grad_college2 0.004063436 0.002824976 -0.0005711622 0.008161474
## 132 133 134
## (Intercept) 0.0731321593 0.083669895 0.0731321593
## demo$parents_grad_college1 -0.0004366996 0.002225097 -0.0004366996
## demo$parents_grad_college2 -0.0005711622 -0.009155900 -0.0005711622
## 135 136 137 138
## (Intercept) 0.061569712 0.0603830448 0.061569712 0.061294802
## demo$parents_grad_college1 0.003928384 0.0008421479 0.003928384 0.001923731
## demo$parents_grad_college2 -0.013110681 -0.0058814172 -0.013110681 -0.007083545
## 139 140 141 142
## (Intercept) 0.077708188 0.061569712 0.120770091 0.061294802
## demo$parents_grad_college1 0.001866837 0.003928384 -0.003166237 0.001923731
## demo$parents_grad_college2 -0.008078558 -0.013110681 0.005095362 -0.007083545
## 143 144 145 146
## (Intercept) 0.061569712 0.064471019 0.0824893046 0.082419401
## demo$parents_grad_college1 0.003928384 0.002703563 -0.0001030726 0.002079122
## demo$parents_grad_college2 -0.013110681 -0.010095654 -0.0036783075 -0.010198194
## 147 148 149 150
## (Intercept) 0.0603830448 0.061569712 0.064159558 0.0912777052
## demo$parents_grad_college1 0.0008421479 0.003928384 0.000583065 0.0003685929
## demo$parents_grad_college2 -0.0058814172 -0.013110681 -0.003717731 0.0003419446
## 151 152 153 154
## (Intercept) 0.065294674 0.061569712 8.103052e-02 0.119390908
## demo$parents_grad_college1 0.003744895 0.003928384 -9.063869e-05 -0.004400053
## demo$parents_grad_college2 -0.011204191 -0.013110681 -2.928883e-03 0.006474545
## 155 156 157 158
## (Intercept) 0.061294802 0.061569712 0.061569712 0.073291372
## demo$parents_grad_college1 0.001923731 0.003928384 0.003928384 0.001752669
## demo$parents_grad_college2 -0.007083545 -0.013110681 -0.013110681 -0.007167727
## 159 160 161
## (Intercept) 0.135451486 0.110449411 0.0603830448
## demo$parents_grad_college1 0.002153092 0.001933258 0.0008421479
## demo$parents_grad_college2 -0.002944993 -0.006467123 -0.0058814172
## 162 163 164
## (Intercept) 0.0731321593 0.060726513 0.0984841841
## demo$parents_grad_college1 -0.0004366996 0.002913601 -0.0004900081
## demo$parents_grad_college2 -0.0005711622 -0.012070812 -0.0007140493
## 165 166 167 168
## (Intercept) 0.061569712 0.061294802 0.064471019 0.0731321593
## demo$parents_grad_college1 0.003928384 0.001923731 0.002703563 -0.0004366996
## demo$parents_grad_college2 -0.013110681 -0.007083545 -0.010095654 -0.0005711622
## 169 170 171
## (Intercept) 8.103052e-02 8.103052e-02 0.061569712
## demo$parents_grad_college1 -9.063869e-05 -9.063869e-05 0.003928384
## demo$parents_grad_college2 -2.928883e-03 -2.928883e-03 -0.013110681
## 172 173 174
## (Intercept) 0.077708188 0.061294802 0.0691113396
## demo$parents_grad_college1 0.001866837 0.001923731 -0.0001507946
## demo$parents_grad_college2 -0.008078558 -0.007083545 -0.0028555588
## 175 176 177
## (Intercept) 0.0848399164 0.0603830448 0.0867764270
## demo$parents_grad_college1 -0.0015641806 0.0008421479 0.0006374729
## demo$parents_grad_college2 0.0007278375 -0.0058814172 -0.0020130489
## 178 179 180 181
## (Intercept) 0.065055337 0.161697084 0.061294802 0.0731321593
## demo$parents_grad_college1 0.001694287 -0.004527798 0.001923731 -0.0004366996
## demo$parents_grad_college2 -0.004998154 0.007925983 -0.007083545 -0.0005711622
## 182 183 184 185
## (Intercept) 0.161697084 0.0848399164 0.060726513 0.061569712
## demo$parents_grad_college1 -0.004527798 -0.0015641806 0.002913601 0.003928384
## demo$parents_grad_college2 0.007925983 0.0007278375 -0.012070812 -0.013110681
## 186 187 188 189
## (Intercept) 0.061569712 0.064159558 0.109503035 0.089911106
## demo$parents_grad_college1 0.003928384 0.000583065 0.002949244 -0.002315627
## demo$parents_grad_college2 -0.013110681 -0.003717731 -0.012657448 0.001609029
## 190 191 192
## (Intercept) 0.061569712 0.0603830448 0.1667812505
## demo$parents_grad_college1 0.003928384 0.0008421479 0.0001345222
## demo$parents_grad_college2 -0.013110681 -0.0058814172 0.0028418165
## 193 194 195
## (Intercept) 0.0920832177 0.064471019 0.064159558
## demo$parents_grad_college1 -0.0011619572 0.002703563 0.000583065
## demo$parents_grad_college2 -0.0004635679 -0.010095654 -0.003717731
## 196 197 198
## (Intercept) 0.0731321593 0.0698932107 0.0731321593
## demo$parents_grad_college1 -0.0004366996 0.0009772069 -0.0004366996
## demo$parents_grad_college2 -0.0005711622 -0.0041542093 -0.0005711622
## 199 200 201
## (Intercept) 0.1179659332 0.0920832177 0.061294802
## demo$parents_grad_college1 -0.0021893621 -0.0011619572 0.001923731
## demo$parents_grad_college2 0.0007566632 -0.0004635679 -0.007083545
## 202 203 204 205
## (Intercept) 0.061294802 0.0731321593 0.126451582 0.099166152
## demo$parents_grad_college1 0.001923731 -0.0004366996 0.002745088 0.002843747
## demo$parents_grad_college2 -0.007083545 -0.0005711622 -0.011692491 -0.009996619
## 206 207 208 209
## (Intercept) 0.0731321593 0.061294802 0.061569712 0.061569712
## demo$parents_grad_college1 -0.0004366996 0.001923731 0.003928384 0.003928384
## demo$parents_grad_college2 -0.0005711622 -0.007083545 -0.013110681 -0.013110681
## 210 211 212 213
## (Intercept) 0.094500659 0.065055337 0.061294802 0.094500659
## demo$parents_grad_college1 -0.002662919 0.001694287 0.001923731 -0.002662919
## demo$parents_grad_college2 0.004063436 -0.004998154 -0.007083545 0.004063436
## 214 215 216 217
## (Intercept) 0.0731321593 0.061294802 0.069308892 0.1667812505
## demo$parents_grad_college1 -0.0004366996 0.001923731 0.001986483 0.0001345222
## demo$parents_grad_college2 -0.0005711622 -0.007083545 -0.009251709 0.0028418165
## 218 219 220 221
## (Intercept) 0.109399994 0.109503035 0.061569712 0.1626726394
## demo$parents_grad_college1 0.003020295 0.002949244 0.003928384 0.0004597978
## demo$parents_grad_college2 -0.005272527 -0.012657448 -0.013110681 -0.0006253299
## 222 223 224 225
## (Intercept) 0.081655667 0.0691113396 0.061294802 0.100409891
## demo$parents_grad_college1 0.003534453 -0.0001507946 0.001923731 0.002918530
## demo$parents_grad_college2 -0.009434461 -0.0028555588 -0.007083545 -0.009534941
## 226 227 228
## (Intercept) 0.0691113396 0.061294802 0.0912777052
## demo$parents_grad_college1 -0.0001507946 0.001923731 0.0003685929
## demo$parents_grad_college2 -0.0028555588 -0.007083545 0.0003419446
## 229 230 231
## (Intercept) 0.1111177927 0.0731321593 0.061569712
## demo$parents_grad_college1 -0.0003503056 -0.0004366996 0.003928384
## demo$parents_grad_college2 0.0004619466 -0.0005711622 -0.013110681
## 232 233 234 235
## (Intercept) 0.134199754 0.064471019 0.113605967 0.061569712
## demo$parents_grad_college1 0.004417223 0.002703563 -0.001893354 0.003928384
## demo$parents_grad_college2 -0.009943506 -0.010095654 0.005116630 -0.013110681
## 236 237 238 239
## (Intercept) 0.161697084 0.109503035 0.064471019 0.1008757733
## demo$parents_grad_college1 -0.004527798 0.002949244 0.002703563 0.0007097114
## demo$parents_grad_college2 0.007925983 -0.012657448 -0.010095654 -0.0028458670
## 240 241 242
## (Intercept) 0.1111177927 0.0731321593 0.0731321593
## demo$parents_grad_college1 -0.0003503056 -0.0004366996 -0.0004366996
## demo$parents_grad_college2 0.0004619466 -0.0005711622 -0.0005711622
## 243 244 245 246
## (Intercept) 0.126451582 0.0603830448 0.15176453 0.064159558
## demo$parents_grad_college1 0.002745088 0.0008421479 0.00223176 0.000583065
## demo$parents_grad_college2 -0.011692491 -0.0058814172 -0.00514834 -0.003717731
## 247 248 249 250
## (Intercept) 0.0698932107 0.077600559 0.061294802 0.061569712
## demo$parents_grad_college1 0.0009772069 0.003830059 0.001923731 0.003928384
## demo$parents_grad_college2 -0.0041542093 -0.013953735 -0.007083545 -0.013110681
## 251 252 253 254
## (Intercept) 0.110511548 0.061569712 0.0738926260 0.126451582
## demo$parents_grad_college1 0.004172758 0.003928384 0.0007232524 0.002745088
## demo$parents_grad_college2 -0.013665961 -0.013110681 -0.0019550270 -0.011692491
## 255 256 257 258
## (Intercept) 0.0824893046 0.328208935 0.061569712 0.091052746
## demo$parents_grad_college1 -0.0001030726 -0.004214431 0.003928384 0.002584903
## demo$parents_grad_college2 -0.0036783075 0.008301881 -0.013110681 -0.006427795
## 259 260 261 262
## (Intercept) 0.0731321593 0.061569712 0.060726513 0.0912777052
## demo$parents_grad_college1 -0.0004366996 0.003928384 0.002913601 0.0003685929
## demo$parents_grad_college2 -0.0005711622 -0.013110681 -0.012070812 0.0003419446
## 263 264 265
## (Intercept) 0.1111177927 0.1052289519 0.1052289519
## demo$parents_grad_college1 -0.0003503056 -0.0004998427 -0.0004998427
## demo$parents_grad_college2 0.0004619466 -0.0021243827 -0.0021243827
## 266 267 268 269
## (Intercept) 0.061569712 0.0603830448 0.061569712 0.083020655
## demo$parents_grad_college1 0.003928384 0.0008421479 0.003928384 0.001049706
## demo$parents_grad_college2 -0.013110681 -0.0058814172 -0.013110681 -0.004985495
## 270 271 272
## (Intercept) 0.0691113396 0.0603830448 0.135451486
## demo$parents_grad_college1 -0.0001507946 0.0008421479 0.002153092
## demo$parents_grad_college2 -0.0028555588 -0.0058814172 -0.002944993
## 273 274 275 276
## (Intercept) 0.112441301 0.0731321593 0.113605967 0.09586436
## demo$parents_grad_college1 0.002828314 -0.0004366996 -0.001893354 0.00428155
## demo$parents_grad_college2 -0.010878733 -0.0005711622 0.005116630 -0.01286674
## 277 278 279 280
## (Intercept) 0.1179659332 0.113605967 0.081705238 0.0912777052
## demo$parents_grad_college1 -0.0021893621 -0.001893354 0.001388919 0.0003685929
## demo$parents_grad_college2 0.0007566632 0.005116630 -0.002894241 0.0003419446
## 281 282 283 284
## (Intercept) 0.061569712 0.061569712 0.0731321593 0.1380146491
## demo$parents_grad_college1 0.003928384 0.003928384 -0.0004366996 0.0005655324
## demo$parents_grad_college2 -0.013110681 -0.013110681 -0.0005711622 0.0018447858
## 285 286 287
## (Intercept) 0.0603830448 0.109503035 0.0824893046
## demo$parents_grad_college1 0.0008421479 0.002949244 -0.0001030726
## demo$parents_grad_college2 -0.0058814172 -0.012657448 -0.0036783075
## 288 289 290 291
## (Intercept) 0.094912659 0.092869522 0.060726513 0.061569712
## demo$parents_grad_college1 0.002361685 0.004404822 0.002913601 0.003928384
## demo$parents_grad_college2 -0.011915039 -0.014679595 -0.012070812 -0.013110681
## 292 293 294 295
## (Intercept) 0.114117564 0.064471019 0.060726513 0.0912777052
## demo$parents_grad_college1 -0.003998530 0.002703563 0.002913601 0.0003685929
## demo$parents_grad_college2 0.003898792 -0.010095654 -0.012070812 0.0003419446
## 296 297 298
## (Intercept) 0.0603830448 0.061569712 0.0731321593
## demo$parents_grad_college1 0.0008421479 0.003928384 -0.0004366996
## demo$parents_grad_college2 -0.0058814172 -0.013110681 -0.0005711622
## 299 300 301 302
## (Intercept) 0.080654186 0.061569712 0.065055337 0.092869522
## demo$parents_grad_college1 0.003704353 0.003928384 0.001694287 0.004404822
## demo$parents_grad_college2 -0.012105401 -0.013110681 -0.004998154 -0.014679595
## 303 304 305
## (Intercept) 0.1108946102 0.061569712 0.0603830448
## demo$parents_grad_college1 -0.0009670178 0.003928384 0.0008421479
## demo$parents_grad_college2 0.0001773014 -0.013110681 -0.0058814172
## 306 307 308 309
## (Intercept) 0.061294802 0.169501578 0.213536054 0.061569712
## demo$parents_grad_college1 0.001923731 -0.006172836 0.002579297 0.003928384
## demo$parents_grad_college2 -0.007083545 0.007697247 -0.005401933 -0.013110681
## 310 311 312
## (Intercept) 0.0603830448 0.077523065 0.061569712
## demo$parents_grad_college1 0.0008421479 0.004516751 0.003928384
## demo$parents_grad_college2 -0.0058814172 -0.013876241 -0.013110681
##
## $f.perms
## [,1]
## [1,] 0.812346962
## [2,] 1.133214987
## [3,] 0.230350704
## [4,] 0.379944486
## [5,] 0.834605269
## [6,] 1.650888382
## [7,] 0.638149111
## [8,] 0.347299206
## [9,] 1.126474018
## [10,] 0.088804267
## [11,] 1.843519680
## [12,] 1.413971097
## [13,] 0.462724642
## [14,] 1.339871743
## [15,] 1.040758318
## [16,] 0.296929122
## [17,] 0.180985827
## [18,] 0.409722383
## [19,] 0.264430740
## [20,] 0.349721027
## [21,] 1.185733185
## [22,] 0.550373067
## [23,] 1.108978774
## [24,] 0.470843052
## [25,] 0.598069298
## [26,] 1.594034307
## [27,] 0.747889261
## [28,] -0.007292375
## [29,] 0.087434446
## [30,] 0.477791566
## [31,] 0.953326063
## [32,] 0.776470790
## [33,] 0.481198427
## [34,] 2.032172231
## [35,] 0.849494530
## [36,] 0.868016192
## [37,] 0.653025800
## [38,] 0.629465326
## [39,] 0.474898668
## [40,] 1.323957360
## [41,] 1.222662506
## [42,] 0.550717056
## [43,] 0.094986207
## [44,] 0.597697967
## [45,] 1.626208279
## [46,] 0.313205714
## [47,] 1.472047936
## [48,] 0.368467963
## [49,] 0.720042433
## [50,] 0.514636999
## [51,] 1.394218065
## [52,] 0.430077633
## [53,] 0.522561337
## [54,] 1.547093248
## [55,] 2.446531463
## [56,] -0.015069963
## [57,] 0.907724194
## [58,] 1.045678115
## [59,] 0.466479191
## [60,] 0.850075470
## [61,] 7.097163804
## [62,] 0.494998914
## [63,] 1.141843449
## [64,] 0.264539946
## [65,] 0.213650588
## [66,] 1.136934504
## [67,] 0.779566976
## [68,] 0.309517521
## [69,] 0.380040429
## [70,] 1.537346051
## [71,] 0.496548786
## [72,] 0.239643416
## [73,] 0.678650692
## [74,] 1.054722536
## [75,] 0.190777790
## [76,] 0.799720701
## [77,] 0.774427366
## [78,] 0.922006606
## [79,] 0.855680934
## [80,] 1.485796374
## [81,] 0.506044807
## [82,] 2.158820407
## [83,] 0.208754085
## [84,] 1.444212810
## [85,] 0.638869821
## [86,] 0.402156702
## [87,] 0.994075517
## [88,] 0.198902989
## [89,] 0.126138593
## [90,] 0.604511613
## [91,] 0.645660559
## [92,] 0.021321345
## [93,] 0.923111807
## [94,] 0.758785638
## [95,] 0.389739352
## [96,] 0.620373459
## [97,] 0.260512931
## [98,] 0.200717497
## [99,] 0.176922559
## [100,] 0.513803364
## [101,] 1.928842785
## [102,] 0.459540109
## [103,] 1.107807600
## [104,] 1.129541828
## [105,] 0.291552490
## [106,] 0.761133949
## [107,] 0.764863149
## [108,] 0.960662339
## [109,] 7.523902058
## [110,] 0.525956527
## [111,] 1.147447388
## [112,] 1.695722782
## [113,] 1.129943887
## [114,] 1.385027183
## [115,] 0.510422643
## [116,] 0.313663603
## [117,] 8.249854295
## [118,] 0.846509762
## [119,] 0.385368556
## [120,] 0.237987527
## [121,] 0.921564871
## [122,] 0.662869680
## [123,] 0.413567876
## [124,] 0.473916697
## [125,] 0.283687916
## [126,] 1.372552943
## [127,] 0.212481750
## [128,] 1.086203847
## [129,] 7.978155203
## [130,] 1.016673612
## [131,] 1.289188774
## [132,] 0.245570458
## [133,] 1.433139456
## [134,] 0.681039703
## [135,] 1.516397115
## [136,] 0.276598496
## [137,] 0.649773716
## [138,] -0.015779509
## [139,] 1.920757868
## [140,] 8.394398030
## [141,] 1.931665191
## [142,] 0.874911540
## [143,] 0.452780508
## [144,] 0.240937855
## [145,] 0.929605139
## [146,] 0.421793321
## [147,] 1.475563922
## [148,] 0.849302004
## [149,] 0.945051066
## [150,] 1.583848635
## [151,] 1.021765310
## [152,] 0.132741569
## [153,] 0.726823025
## [154,] 0.418344118
## [155,] 0.811193680
## [156,] 0.342989505
## [157,] 0.564405681
## [158,] 0.994342019
## [159,] 0.425377908
## [160,] 0.526280454
## [161,] 0.899250419
## [162,] 0.669021681
## [163,] 0.548073240
## [164,] 0.670497322
## [165,] 1.039288426
## [166,] 3.109923560
## [167,] 0.631973158
## [168,] 1.078588240
## [169,] 0.381010337
## [170,] 0.263983519
## [171,] 0.978598148
## [172,] 2.693053001
## [173,] 0.899289679
## [174,] 1.069589398
## [175,] 0.551154333
## [176,] 0.580015298
## [177,] 0.563320992
## [178,] 7.555526569
## [179,] 0.288664184
## [180,] 0.620533223
## [181,] 1.138101079
## [182,] 0.498130331
## [183,] 7.399741968
## [184,] 0.381779199
## [185,] 0.711184795
## [186,] 0.034273135
## [187,] 0.448698953
## [188,] 0.226010261
## [189,] 0.684097879
## [190,] 0.308141530
## [191,] 0.381476721
## [192,] 1.576379251
## [193,] 0.065661796
## [194,] 1.423549522
## [195,] 0.206376367
## [196,] 1.496840527
## [197,] 0.519660892
## [198,] 0.191109712
## [199,] 2.728586588
## [200,] 1.912643335
## [201,] 0.991176777
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## [203,] 1.640381594
## [204,] 0.829112585
## [205,] 0.609610867
## [206,] 0.518472902
## [207,] 0.635089535
## [208,] 0.994672746
## [209,] 0.288931606
## [210,] 1.054551707
## [211,] 0.654411147
## [212,] 0.506429371
## [213,] 0.769681139
## [214,] 0.460403315
## [215,] 0.500296235
## [216,] 1.103549808
## [217,] 0.675695610
## [218,] 0.630336527
## [219,] 0.389516518
## [220,] 0.377512795
## [221,] 0.458421182
## [222,] 0.847709662
## [223,] 0.214217162
## [224,] 1.141692920
## [225,] 0.988958313
## [226,] 0.141120372
## [227,] 0.887271148
## [228,] 1.823593141
## [229,] 0.589082303
## [230,] 0.115752094
## [231,] 2.265082470
## [232,] 0.694178861
## [233,] 1.350397986
## [234,] 1.205810211
## [235,] 1.468595928
## [236,] 0.870319197
## [237,] 0.234760414
## [238,] 0.088757721
## [239,] 0.963952647
## [240,] 0.674508623
## [241,] 0.582814550
## [242,] 0.854672745
## [243,] 1.242176855
## [244,] 0.375617954
## [245,] 1.103865009
## [246,] 0.547564963
## [247,] 0.297505550
## [248,] 0.513352811
## [249,] 0.080914638
## [250,] 0.244870024
## [251,] 1.053622142
## [252,] 0.326389748
## [253,] 1.117036868
## [254,] 7.312150504
## [255,] 1.608691558
## [256,] 0.841172677
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## [258,] 0.259489829
## [259,] 1.211983866
## [260,] 0.380601818
## [261,] 0.507041155
## [262,] 2.093750495
## [263,] 1.065436781
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## [277,] 1.258062754
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## [279,] 0.564829599
## [280,] 2.018975577
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## [290,] 1.252841527
## [291,] 1.113979347
## [292,] 1.865734293
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## [462,] 1.518040109
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## [464,] 0.206422977
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## [948,] 0.503450957
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## [952,] 0.578997434
## [953,] 1.193656851
## [954,] 1.343836012
## [955,] 1.029742206
## [956,] 0.203089591
## [957,] 0.528298458
## [958,] 1.681398212
## [959,] 0.526466555
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## [961,] 0.329898029
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## [967,] 0.519381552
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## [969,] 0.156159805
## [970,] 7.845574528
## [971,] 0.482356560
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## [978,] 2.053331245
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## [984,] 0.854849782
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## [986,] 1.545242347
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## [992,] 0.201850790
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## [994,] 0.994871558
## [995,] 0.490028476
## [996,] 8.021979987
## [997,] 0.491518303
## [998,] 1.295503029
## [999,] 0.594055992
##
## $model.matrix
## (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1 1 1 0
## 2 1 1 0
## 3 1 1 0
## 4 1 -1 -1
## 5 1 1 0
## 6 1 1 0
## 7 1 -1 -1
## 8 1 -1 -1
## 9 1 -1 -1
## 10 1 -1 -1
## 11 1 1 0
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## 14 1 -1 -1
## 15 1 -1 -1
## 16 1 -1 -1
## 17 1 1 0
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## 19 1 -1 -1
## 20 1 1 0
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## 22 1 -1 -1
## 23 1 -1 -1
## 24 1 -1 -1
## 25 1 1 0
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## 27 1 -1 -1
## 28 1 -1 -1
## 29 1 1 0
## 30 1 -1 -1
## 31 1 -1 -1
## 32 1 -1 -1
## 33 1 -1 -1
## 34 1 1 0
## 35 1 0 1
## 36 1 -1 -1
## 37 1 0 1
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## 39 1 -1 -1
## 40 1 -1 -1
## 41 1 -1 -1
## 42 1 -1 -1
## 43 1 -1 -1
## 44 1 -1 -1
## 45 1 -1 -1
## 46 1 1 0
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## 49 1 1 0
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## 75 1 -1 -1
## 76 1 -1 -1
## 77 1 -1 -1
## 78 1 1 0
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## 81 1 -1 -1
## 82 1 0 1
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## 112 1 -1 -1
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## 115 1 -1 -1
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## 119 1 -1 -1
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## 122 1 -1 -1
## 123 1 -1 -1
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## 128 1 -1 -1
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##
## $terms
## per_comm_orient ~ demo$parents_grad_college
## attr(,"variables")
## list(per_comm_orient, demo$parents_grad_college)
## attr(,"factors")
## demo$parents_grad_college
## per_comm_orient 0
## demo$parents_grad_college 1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to First Generation Student status.
Science Community Orientation
Now, Competency in Science:
Well crap, something is broke there. Let’s try running a different form
of MDS, giving us a similar analysis in a different way. We can
interpret this data similarly to how we did before:
And an Adonis test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$parents_grad_college 2 0.0202 0.010093 0.6886 0.00444 0.501
## Residuals 309 4.5291 0.014657 0.99556
## Total 311 4.5493 1.00000
##
## $call
## adonis(formula = sci_comm_orient ~ demo$parents_grad_college)
##
## $coefficients
## sci_comm_orient1 sci_comm_orient2 sci_comm_orient3
## (Intercept) 5.19257615 5.42488769 5.41850610
## demo$parents_grad_college1 0.07608057 -0.03682799 -0.04537177
## demo$parents_grad_college2 0.05742385 0.20011231 0.20649390
## sci_comm_orient4 sci_comm_orient_ave
## (Intercept) 5.38766872 5.355909666
## demo$parents_grad_college1 0.01531635 0.002299289
## demo$parents_grad_college2 0.23733128 0.175340334
##
## $coef.sites
## 1 2 3 4
## (Intercept) 0.08710859 0.10328822 0.08710859 0.2749028863
## demo$parents_grad_college1 -0.01397156 -0.01364457 -0.01397156 -0.0006495541
## demo$parents_grad_college2 0.01429120 0.01729602 0.01429120 0.0079954654
## 5 6 7 8
## (Intercept) 0.08710859 0.08695429 0.12492443 0.077144042
## demo$parents_grad_college1 -0.01397156 -0.01458875 -0.00251854 -0.006395754
## demo$parents_grad_college2 0.01429120 0.01126495 -0.01617166 -0.011441649
## 9 10 11 12
## (Intercept) 0.093462097 0.11425500 0.09635006 0.077144042
## demo$parents_grad_college1 -0.005124482 -0.01059966 -0.01145284 -0.006395754
## demo$parents_grad_college2 -0.012776869 0.01145745 0.01004973 -0.011441649
## 13 14 15 16
## (Intercept) 0.08710859 0.08710859 0.082460274 0.10328822
## demo$parents_grad_college1 -0.01397156 -0.01397156 -0.010545477 -0.01364457
## demo$parents_grad_college2 0.01429120 0.01429120 0.006668052 0.01729602
## 17 18 19 20
## (Intercept) 0.077144042 0.082282832 0.077144042 0.0931871141
## demo$parents_grad_college1 -0.006395754 -0.011558787 -0.006395754 -0.0096614142
## demo$parents_grad_college2 -0.011441649 0.006845494 -0.011441649 0.0008192606
## 21 22 23 24
## (Intercept) 0.130713094 0.08710859 0.113720210 0.078743668
## demo$parents_grad_college1 -0.001787851 -0.01397156 -0.008895116 -0.009046010
## demo$parents_grad_college2 -0.012760292 0.01429120 0.011992236 -0.001411576
## 25 26 27 28
## (Intercept) 0.08710859 0.99859353 0.08710859 0.16203108
## demo$parents_grad_college1 -0.01397156 0.00140647 -0.01397156 -0.01146238
## demo$parents_grad_college2 0.01429120 0.00140647 0.01429120 0.02156350
## 29 30 31 32
## (Intercept) 0.077144042 0.12284572 0.077144042 0.075119923
## demo$parents_grad_college1 -0.006395754 -0.01166874 -0.006395754 -0.006163367
## demo$parents_grad_college2 -0.011441649 0.01779246 -0.011441649 -0.009134555
## 33 34 35 36
## (Intercept) 0.243768161 0.075119923 0.077144042 0.093462097
## demo$parents_grad_college1 -0.004260964 -0.006163367 -0.006395754 -0.005124482
## demo$parents_grad_college2 0.012427922 -0.009134555 -0.011441649 -0.012776869
## 37 38 39 40
## (Intercept) 0.075119923 0.077144042 0.10328822 0.08710859
## demo$parents_grad_college1 -0.006163367 -0.006395754 -0.01364457 -0.01397156
## demo$parents_grad_college2 -0.009134555 -0.011441649 0.01729602 0.01429120
## 41 42 43 44
## (Intercept) 0.077144042 0.077144042 0.08695429 0.132365054
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.01458875 -0.008930034
## demo$parents_grad_college2 -0.011441649 -0.011441649 0.01126495 0.013536284
## 45 46 47 48
## (Intercept) 0.214692614 0.2749028863 0.14393339 0.12131810
## demo$parents_grad_college1 -0.007167809 -0.0006495541 -0.01323565 -0.01215027
## demo$parents_grad_college2 0.016110762 0.0079954654 0.01768695 0.01932008
## 49 50 51 52
## (Intercept) 0.08710859 0.08710859 0.077144042 0.08695429
## demo$parents_grad_college1 -0.01397156 -0.01397156 -0.006395754 -0.01458875
## demo$parents_grad_college2 0.01429120 0.01429120 -0.011441649 0.01126495
## 53 54 55 56
## (Intercept) 0.1216587 0.077144042 0.141376302 0.077144042
## demo$parents_grad_college1 -0.0138016 -0.006395754 -0.003091432 -0.006395754
## demo$parents_grad_college2 0.0189795 -0.011441649 -0.014914284 -0.011441649
## 57 58 59 60
## (Intercept) 0.16483486 0.14086563 0.075119923 0.11695351
## demo$parents_grad_college1 -0.01057727 -0.01239836 -0.006163367 -0.01451640
## demo$parents_grad_college2 0.01875971 0.02075471 -0.009134555 0.01273469
## 61 62 63 64
## (Intercept) 0.078570636 0.093752848 0.12429647 0.12492443
## demo$parents_grad_college1 -0.010034832 -0.004955991 -0.01296533 -0.00251854
## demo$parents_grad_college2 -0.001238544 -0.013067620 0.01634171 -0.01617166
## 65 66 67 68
## (Intercept) 0.077144042 0.10220259 0.077144042 0.082756060
## demo$parents_grad_college1 -0.006395754 -0.01504446 -0.006395754 -0.012560887
## demo$parents_grad_college2 -0.011441649 0.01349953 -0.011441649 0.006372266
## 69 70 71 72
## (Intercept) 0.077144042 0.077144042 0.077144042 0.08710859
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.006395754 -0.01397156
## demo$parents_grad_college2 -0.011441649 -0.011441649 -0.011441649 0.01429120
## 73 74 75 76
## (Intercept) 0.141376302 0.167087612 0.141376302 0.10477640
## demo$parents_grad_college1 -0.003091432 -0.009259047 -0.003091432 -0.01317842
## demo$parents_grad_college2 -0.014914284 0.016506958 -0.014914284 0.01580784
## 77 78 79 80
## (Intercept) 0.077144042 0.077144042 0.126133785 0.077144042
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.004170129 -0.006395754
## demo$parents_grad_college2 -0.011441649 -0.011441649 -0.013677314 -0.011441649
## 81 82 83 84
## (Intercept) 0.077144042 0.075119923 0.075119923 0.09635006
## demo$parents_grad_college1 -0.006395754 -0.006163367 -0.006163367 -0.01145284
## demo$parents_grad_college2 -0.011441649 -0.009134555 -0.009134555 0.01004973
## 85 86 87 88
## (Intercept) 0.096532147 0.082282832 0.111280796 0.087544835
## demo$parents_grad_college1 -0.010413805 -0.011558787 -0.006646642 -0.006639404
## demo$parents_grad_college2 0.009867644 0.006845494 -0.006171183 -0.005450838
## 89 90 91 92
## (Intercept) 0.1216587 0.07941836 0.077144042 0.12131810
## demo$parents_grad_college1 -0.0138016 -0.01002660 -0.006395754 -0.01215027
## demo$parents_grad_college2 0.0189795 -0.00473734 -0.011441649 0.01932008
## 93 94 95 96
## (Intercept) 0.08710859 0.097279921 0.08710859 0.08710859
## demo$parents_grad_college1 -0.01397156 -0.009338241 -0.01397156 -0.01397156
## demo$parents_grad_college2 0.01429120 0.009119870 0.01429120 0.01429120
## 97 98 99 100
## (Intercept) 0.077144042 0.082460274 0.10328822 0.187789215
## demo$parents_grad_college1 -0.006395754 -0.010545477 -0.01364457 -0.009091454
## demo$parents_grad_college2 -0.011441649 0.006668052 0.01729602 0.018841143
## 101 102 103 104
## (Intercept) 0.077144042 0.077144042 0.082460274 0.08710859
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.010545477 -0.01397156
## demo$parents_grad_college2 -0.011441649 -0.011441649 0.006668052 0.01429120
## 105 106 107 108
## (Intercept) 0.083137718 0.10477640 0.09687767 0.121618096
## demo$parents_grad_college1 -0.012997212 -0.01317842 -0.01006602 -0.001979469
## demo$parents_grad_college2 0.003083263 0.01580784 0.00621961 -0.014596503
## 109 110 111 112
## (Intercept) 0.07941836 0.09687767 0.077144042 0.08710859
## demo$parents_grad_college1 -0.01002660 -0.01006602 -0.006395754 -0.01397156
## demo$parents_grad_college2 -0.00473734 0.00621961 -0.011441649 0.01429120
## 113 114 115 116
## (Intercept) 0.14243484 0.16203108 0.18697139 0.08710859
## demo$parents_grad_college1 -0.01190042 -0.01146238 -0.01049822 -0.01397156
## demo$parents_grad_college2 0.01918550 0.02156350 0.01965897 0.01429120
## 117 118 119 120
## (Intercept) 0.077144042 0.10405465 0.244925808 0.08710859
## demo$parents_grad_college1 -0.006395754 -0.01253999 -0.002193179 -0.01397156
## demo$parents_grad_college2 -0.011441649 0.01652959 0.011270275 0.01429120
## 121 122 123 124
## (Intercept) 0.077144042 0.08710859 0.077144042 0.18697139
## demo$parents_grad_college1 -0.006395754 -0.01397156 -0.006395754 -0.01049822
## demo$parents_grad_college2 -0.011441649 0.01429120 -0.011441649 0.01965897
## 125 126 127 128
## (Intercept) 0.104434442 0.077144042 0.12492443 0.676258880
## demo$parents_grad_college1 -0.006331754 -0.006395754 -0.00251854 0.002867892
## demo$parents_grad_college2 -0.005550018 -0.011441649 -0.01617166 0.006099458
## 129 130 131 132
## (Intercept) 0.12244471 0.077144042 0.2749028863 0.08710859
## demo$parents_grad_college1 -0.01266638 -0.006395754 -0.0006495541 -0.01397156
## demo$parents_grad_college2 0.01819347 -0.011441649 0.0079954654 0.01429120
## 133 134 135 136
## (Intercept) 0.126133785 0.08710859 0.077144042 0.082460274
## demo$parents_grad_college1 -0.004170129 -0.01397156 -0.006395754 -0.010545477
## demo$parents_grad_college2 -0.013677314 0.01429120 -0.011441649 0.006668052
## 137 138 139 140
## (Intercept) 0.077144042 0.10438675 0.078743668 0.077144042
## demo$parents_grad_college1 -0.006395754 -0.01414777 -0.009046010 -0.006395754
## demo$parents_grad_college2 -0.011441649 0.01619749 -0.001411576 -0.011441649
## 141 142 143 144
## (Intercept) 0.18697139 0.077144042 0.077144042 0.14652974
## demo$parents_grad_college1 -0.01049822 -0.006395754 -0.006395754 -0.01092454
## demo$parents_grad_college2 0.01965897 -0.011441649 -0.011441649 0.01509060
## 145 146 147 148
## (Intercept) 0.082460274 0.077144042 0.075119923 0.676258880
## demo$parents_grad_college1 -0.010545477 -0.006395754 -0.006163367 0.002867892
## demo$parents_grad_college2 0.006668052 -0.011441649 -0.009134555 0.006099458
## 149 150 151 152
## (Intercept) 0.08710859 0.155144460 0.077144042 0.077144042
## demo$parents_grad_college1 -0.01397156 -0.008332597 -0.006395754 -0.006395754
## demo$parents_grad_college2 0.01429120 0.011881286 -0.011441649 -0.011441649
## 153 154 155 156
## (Intercept) 0.14393339 0.092206220 0.10328822 0.077144042
## demo$parents_grad_college1 -0.01323565 -0.007036054 -0.01364457 -0.006395754
## demo$parents_grad_college2 0.01768695 0.001800155 0.01729602 -0.011441649
## 157 158 159 160
## (Intercept) 0.077144042 0.145926795 0.092206220 0.109532697
## demo$parents_grad_college1 -0.006395754 -0.009720063 -0.007036054 -0.003911191
## demo$parents_grad_college2 -0.011441649 0.015693545 0.001800155 -0.014511105
## 161 162 163 164
## (Intercept) 0.08710859 0.08710859 0.075119923 0.280948565
## demo$parents_grad_college1 -0.01397156 -0.01397156 -0.006163367 -0.001366512
## demo$parents_grad_college2 0.01429120 0.01429120 -0.009134555 0.010283120
## 165 166 167 168
## (Intercept) 0.08710859 0.079587195 0.10187855 0.244925808
## demo$parents_grad_college1 -0.01397156 -0.009061111 -0.01347799 -0.002193179
## demo$parents_grad_college2 0.01429120 -0.004906175 0.01382357 0.011270275
## 169 170 171 172
## (Intercept) 0.08710859 0.077144042 0.077144042 0.093372157
## demo$parents_grad_college1 -0.01397156 -0.006395754 -0.006395754 -0.006451186
## demo$parents_grad_college2 0.01429120 -0.011441649 -0.011441649 -0.006659125
## 173 174 175 176
## (Intercept) 0.21552475 0.075119923 0.19484314 0.08695429
## demo$parents_grad_college1 -0.00570376 -0.006163367 -0.01130657 -0.01458875
## demo$parents_grad_college2 0.01527863 -0.009134555 0.01919463 0.01126495
## 177 178 179 180
## (Intercept) 0.16203108 0.096532147 0.16203108 0.0782819217
## demo$parents_grad_college1 -0.01146238 -0.010413805 -0.01146238 -0.0080668064
## demo$parents_grad_college2 0.02156350 0.009867644 0.02156350 -0.0009498295
## 181 182 183 184
## (Intercept) 0.077144042 0.16203108 0.075119923 0.075119923
## demo$parents_grad_college1 -0.006395754 -0.01146238 -0.006163367 -0.006163367
## demo$parents_grad_college2 -0.011441649 0.02156350 -0.009134555 -0.009134555
## 185 186 187 188
## (Intercept) 0.077144042 0.077144042 0.082756060 0.126498425
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.012560887 -0.004092535
## demo$parents_grad_college2 -0.011441649 -0.011441649 0.006372266 -0.014041953
## 189 190 191 192
## (Intercept) 0.077144042 0.077144042 0.12131810 0.09635006
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.01215027 -0.01145284
## demo$parents_grad_college2 -0.011441649 -0.011441649 0.01932008 0.01004973
## 193 194 195 196
## (Intercept) 0.08710859 0.079136385 0.08710859 0.08710859
## demo$parents_grad_college1 -0.01397156 -0.008103780 -0.01397156 -0.01397156
## demo$parents_grad_college2 0.01429120 -0.004455365 0.01429120 0.01429120
## 197 198 199 200
## (Intercept) 0.087544835 0.192992777 0.10405465 0.10405465
## demo$parents_grad_college1 -0.006639404 -0.006806759 -0.01253999 -0.01253999
## demo$parents_grad_college2 -0.005450838 0.013637581 0.01652959 0.01652959
## 201 202 203 204
## (Intercept) 0.077144042 0.077144042 0.077144042 0.077144042
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.006395754 -0.006395754
## demo$parents_grad_college2 -0.011441649 -0.011441649 -0.011441649 -0.011441649
## 205 206 207 208
## (Intercept) 0.105884536 0.08710859 0.083137718 0.082282832
## demo$parents_grad_college1 -0.003239971 -0.01397156 -0.012997212 -0.011558787
## demo$parents_grad_college2 -0.012954410 0.01429120 0.003083263 0.006845494
## 209 210 211 212
## (Intercept) 0.077144042 0.082282832 0.08710859 0.078570636
## demo$parents_grad_college1 -0.006395754 -0.011558787 -0.01397156 -0.010034832
## demo$parents_grad_college2 -0.011441649 0.006845494 0.01429120 -0.001238544
## 213 214 215 216
## (Intercept) 0.16203108 0.079587195 0.077144042 0.077144042
## demo$parents_grad_college1 -0.01146238 -0.009061111 -0.006395754 -0.006395754
## demo$parents_grad_college2 0.02156350 -0.004906175 -0.011441649 -0.011441649
## 217 218 219 220
## (Intercept) 0.077144042 0.097279921 0.141376302 0.077144042
## demo$parents_grad_college1 -0.006395754 -0.009338241 -0.003091432 -0.006395754
## demo$parents_grad_college2 -0.011441649 0.009119870 -0.014914284 -0.011441649
## 221 222 223 224
## (Intercept) 0.08710859 0.077144042 0.083137718 0.087544835
## demo$parents_grad_college1 -0.01397156 -0.006395754 -0.012997212 -0.006639404
## demo$parents_grad_college2 0.01429120 -0.011441649 0.003083263 -0.005450838
## 225 226 227 228
## (Intercept) 0.2749028863 0.12318630 0.08695429 0.08710859
## demo$parents_grad_college1 -0.0006495541 -0.01332006 -0.01458875 -0.01397156
## demo$parents_grad_college2 0.0079954654 0.01745188 0.01126495 0.01429120
## 229 230 231 232
## (Intercept) 0.08710859 0.14243484 0.220903430 0.082849003
## demo$parents_grad_college1 -0.01397156 -0.01190042 -0.003350919 -0.011029186
## demo$parents_grad_college2 0.01429120 0.01918550 0.009899946 0.003371978
## 233 234 235 236
## (Intercept) 0.077144042 0.077144042 0.082756060 0.16203108
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.012560887 -0.01146238
## demo$parents_grad_college2 -0.011441649 -0.011441649 0.006372266 0.02156350
## 237 238 239 240
## (Intercept) 0.126218735 0.14653775 0.079136385 0.097097839
## demo$parents_grad_college1 -0.004255078 -0.01093254 -0.008103780 -0.010377280
## demo$parents_grad_college2 -0.013762263 0.01508259 -0.004455365 0.009301952
## 241 242 243 244
## (Intercept) 0.08710859 0.08710859 0.141376302 0.077144042
## demo$parents_grad_college1 -0.01397156 -0.01397156 -0.003091432 -0.006395754
## demo$parents_grad_college2 0.01429120 0.01429120 -0.014914284 -0.011441649
## 245 246 247 248
## (Intercept) 0.12429647 0.137135988 0.097097839 0.093462097
## demo$parents_grad_college1 -0.01296533 -0.006858362 -0.010377280 -0.005124482
## demo$parents_grad_college2 0.01634171 0.008765351 0.009301952 -0.012776869
## 249 250 251 252
## (Intercept) 0.08710859 0.077144042 0.141376302 0.077144042
## demo$parents_grad_college1 -0.01397156 -0.006395754 -0.003091432 -0.006395754
## demo$parents_grad_college2 0.01429120 -0.011441649 -0.014914284 -0.011441649
## 253 254 255 256
## (Intercept) 0.10328822 0.141376302 0.08710859 0.188068967
## demo$parents_grad_college1 -0.01364457 -0.003091432 -0.01397156 -0.008575186
## demo$parents_grad_college2 0.01729602 -0.014914284 0.01429120 0.018561391
## 257 258 259 260
## (Intercept) 0.077144042 0.2749028863 0.08710859 0.2749028863
## demo$parents_grad_college1 -0.006395754 -0.0006495541 -0.01397156 -0.0006495541
## demo$parents_grad_college2 -0.011441649 0.0079954654 0.01429120 0.0079954654
## 261 262 263 264
## (Intercept) 0.078570636 0.244925808 0.244925808 0.077144042
## demo$parents_grad_college1 -0.010034832 -0.002193179 -0.002193179 -0.006395754
## demo$parents_grad_college2 -0.001238544 0.011270275 0.011270275 -0.011441649
## 265 266 267 268
## (Intercept) 0.077144042 0.077144042 0.08710859 0.077144042
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.01397156 -0.006395754
## demo$parents_grad_college2 -0.011441649 -0.011441649 0.01429120 -0.011441649
## 269 270 271 272
## (Intercept) 0.109335813 0.096835360 0.075119923 0.2749028863
## demo$parents_grad_college1 -0.007593518 -0.012478940 -0.006163367 -0.0006495541
## demo$parents_grad_college2 0.002063978 0.009564431 -0.009134555 0.0079954654
## 273 274 275 276
## (Intercept) 0.077144042 0.12131810 0.075119923 0.077144042
## demo$parents_grad_college1 -0.006395754 -0.01215027 -0.006163367 -0.006395754
## demo$parents_grad_college2 -0.011441649 0.01932008 -0.009134555 -0.011441649
## 277 278 279 280
## (Intercept) 0.191323643 0.12205969 0.214682958 0.1216587
## demo$parents_grad_college1 -0.009451807 -0.01280396 -0.007158153 -0.0138016
## demo$parents_grad_college2 0.015306715 0.01857849 0.016120418 0.0189795
## 281 282 283 284
## (Intercept) 0.077144042 0.077144042 0.0782819217 0.082282832
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.0080668064 -0.011558787
## demo$parents_grad_college2 -0.011441649 -0.011441649 -0.0009498295 0.006845494
## 285 286 287 288
## (Intercept) 0.078743668 0.141376302 0.0782819217 0.111049920
## demo$parents_grad_college1 -0.009046010 -0.003091432 -0.0080668064 -0.005428413
## demo$parents_grad_college2 -0.001411576 -0.014914284 -0.0009498295 -0.012254742
## 289 290 291 292
## (Intercept) 0.12492443 0.077144042 0.077144042 0.082460274
## demo$parents_grad_college1 -0.00251854 -0.006395754 -0.006395754 -0.010545477
## demo$parents_grad_college2 -0.01617166 -0.011441649 -0.011441649 0.006668052
## 293 294 295 296
## (Intercept) 0.079587195 0.10405465 0.08267597 0.08710859
## demo$parents_grad_college1 -0.009061111 -0.01253999 -0.01201801 -0.01397156
## demo$parents_grad_college2 -0.004906175 0.01652959 0.00354501 0.01429120
## 297 298 299 300
## (Intercept) 0.141376302 0.08267597 0.093462097 0.077144042
## demo$parents_grad_college1 -0.003091432 -0.01201801 -0.005124482 -0.006395754
## demo$parents_grad_college2 -0.014914284 0.00354501 -0.012776869 -0.011441649
## 301 302 303 304
## (Intercept) 0.08710859 0.077144042 0.12284572 0.097603963
## demo$parents_grad_college1 -0.01397156 -0.006395754 -0.01166874 -0.010904720
## demo$parents_grad_college2 0.01429120 -0.011441649 0.01779246 0.008795828
## 305 306 307 308
## (Intercept) 0.109639026 0.075119923 0.214402720 0.218516903
## demo$parents_grad_college1 -0.009658653 -0.006163367 -0.007701384 -0.004763798
## demo$parents_grad_college2 0.001760765 -0.009134555 0.016400656 0.012286473
## 309 310 311 312
## (Intercept) 0.1216587 0.10477640 0.077144042 0.214182134
## demo$parents_grad_college1 -0.0138016 -0.01317842 -0.006395754 -0.005191253
## demo$parents_grad_college2 0.0189795 0.01580784 -0.011441649 0.008688825
##
## $f.perms
## [,1]
## [1,] 0.59144325
## [2,] 0.61959766
## [3,] 0.30893795
## [4,] 1.74492085
## [5,] 1.04370692
## [6,] 0.42488463
## [7,] 0.23247209
## [8,] 0.29501472
## [9,] 0.60002634
## [10,] 1.19775200
## [11,] 1.82900942
## [12,] 0.34290091
## [13,] 2.76621040
## [14,] 1.16093223
## [15,] 0.85484095
## [16,] 0.81307658
## [17,] 0.42350046
## [18,] 1.05743269
## [19,] 1.08493077
## [20,] 0.38423427
## [21,] 0.20077021
## [22,] 0.11176006
## [23,] 0.34200358
## [24,] 0.92885049
## [25,] 0.99480364
## [26,] 0.36300903
## [27,] 0.68297616
## [28,] 0.55201609
## [29,] 1.06873513
## [30,] 2.38882561
## [31,] 1.63856404
## [32,] 0.67651766
## [33,] 0.93910116
## [34,] 2.06565785
## [35,] 0.72351387
## [36,] 2.02777571
## [37,] 0.24231667
## [38,] 0.34460684
## [39,] 1.51465326
## [40,] 0.60013421
## [41,] 0.71107928
## [42,] 0.91213658
## [43,] 1.11341063
## [44,] 1.45443539
## [45,] 5.03204563
## [46,] 0.65166142
## [47,] 0.81646582
## [48,] 0.25380988
## [49,] 0.74487698
## [50,] 0.90687062
## [51,] 0.81320129
## [52,] 0.53717258
## [53,] 0.36060522
## [54,] 2.01774979
## [55,] 2.92479642
## [56,] 0.67718115
## [57,] 0.31188834
## [58,] 0.76080868
## [59,] 0.92403485
## [60,] 0.31385859
## [61,] 4.40186367
## [62,] 0.34711600
## [63,] 0.59572992
## [64,] 1.31356452
## [65,] 1.62869081
## [66,] 3.00346085
## [67,] 1.62718112
## [68,] 0.07486339
## [69,] 0.29700814
## [70,] 0.24166496
## [71,] 0.62612157
## [72,] 0.13302815
## [73,] 0.53884976
## [74,] 0.47278095
## [75,] 0.52384116
## [76,] 2.50764177
## [77,] 2.17264289
## [78,] 0.37461769
## [79,] 3.05203121
## [80,] 1.08045179
## [81,] 0.24026012
## [82,] 0.87942890
## [83,] 1.86264930
## [84,] 0.89920615
## [85,] 0.22489174
## [86,] 1.26271733
## [87,] 0.76951960
## [88,] 0.21348113
## [89,] 0.46579663
## [90,] 1.40567249
## [91,] 0.32333391
## [92,] 0.22585328
## [93,] 0.54281825
## [94,] 0.97323373
## [95,] 0.72620716
## [96,] 0.31540854
## [97,] 0.58188856
## [98,] 0.62887951
## [99,] 1.21588230
## [100,] 0.81450842
## [101,] 1.36774086
## [102,] 0.19145674
## [103,] 0.89629521
## [104,] 0.87672895
## [105,] 0.20751577
## [106,] 0.83370972
## [107,] 0.97423184
## [108,] 3.28976508
## [109,] 4.56822686
## [110,] 2.52818110
## [111,] 0.40211468
## [112,] 1.31809277
## [113,] 1.53845489
## [114,] 0.80529452
## [115,] 0.91639000
## [116,] 0.30007485
## [117,] 4.56820649
## [118,] 0.53055033
## [119,] 0.74884460
## [120,] 0.33808738
## [121,] 0.69337588
## [122,] 0.71243812
## [123,] 1.82624016
## [124,] 0.56158091
## [125,] 1.62963927
## [126,] 0.99667127
## [127,] 0.33999428
## [128,] 1.24338939
## [129,] 4.27408061
## [130,] 0.75433380
## [131,] 1.00402348
## [132,] 1.49335813
## [133,] 0.81143735
## [134,] 0.58727460
## [135,] 0.61629481
## [136,] 2.73027975
## [137,] 0.61772334
## [138,] 0.43680849
## [139,] 0.24979647
## [140,] 6.03040936
## [141,] 0.10390196
## [142,] 0.48935671
## [143,] 0.83516744
## [144,] 0.94634706
## [145,] 0.53578646
## [146,] 1.05507179
## [147,] 1.80479658
## [148,] 0.14794200
## [149,] 0.45568230
## [150,] 0.33157505
## [151,] 0.62637485
## [152,] 1.55968900
## [153,] 0.57469232
## [154,] 0.28817464
## [155,] 1.03929466
## [156,] 0.53621915
## [157,] 0.81631776
## [158,] 0.30691554
## [159,] 0.19009620
## [160,] 1.04365110
## [161,] 0.82283381
## [162,] 0.28855673
## [163,] 0.42581651
## [164,] 0.30062442
## [165,] 0.61586257
## [166,] 0.89485094
## [167,] 0.41145599
## [168,] 0.47541348
## [169,] 1.55585056
## [170,] 0.16505837
## [171,] 1.05476933
## [172,] 2.00857587
## [173,] 1.02900370
## [174,] 0.33317216
## [175,] 1.92143239
## [176,] 0.39474568
## [177,] 0.59311701
## [178,] 4.19861625
## [179,] 0.54000669
## [180,] 0.40908761
## [181,] 0.94904809
## [182,] 0.31421950
## [183,] 5.96277240
## [184,] 0.52181565
## [185,] 0.74983157
## [186,] 0.52870581
## [187,] 1.78481631
## [188,] 0.54476351
## [189,] 1.33343047
## [190,] 0.36070066
## [191,] 0.27493922
## [192,] 0.18215961
## [193,] 0.74410650
## [194,] 0.63207062
## [195,] 0.93100153
## [196,] 0.74578220
## [197,] 2.19384699
## [198,] 0.44722270
## [199,] 1.07451373
## [200,] 0.95651752
## [201,] 0.22566833
## [202,] 2.00829750
## [203,] 1.28435421
## [204,] 1.29172325
## [205,] 0.46185141
## [206,] 2.57590035
## [207,] 0.62142138
## [208,] 0.35462540
## [209,] 0.39179348
## [210,] 1.02613990
## [211,] 0.29928104
## [212,] 0.54593239
## [213,] 0.74656443
## [214,] 0.90911395
## [215,] 0.45585779
## [216,] 1.80779756
## [217,] 0.63069657
## [218,] 0.49779019
## [219,] 2.09638504
## [220,] 0.38968227
## [221,] 0.13787172
## [222,] 1.99450262
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## [224,] 0.37923655
## [225,] 0.76624685
## [226,] 0.39102982
## [227,] 0.18692688
## [228,] 1.17726471
## [229,] 0.21055954
## [230,] 0.53189079
## [231,] 0.70656135
## [232,] 0.98143747
## [233,] 0.67884083
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## [235,] 1.08613129
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## [242,] 1.58607572
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## [244,] 1.52389363
## [245,] 2.04561451
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## [247,] 0.30668354
## [248,] 0.50301400
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## [250,] 0.39506384
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## [290,] 0.75828678
## [291,] 1.27318692
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## [393,] 0.34036618
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## [395,] 4.99217381
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## [398,] 1.02714293
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## [400,] 0.03709484
## [401,] 1.09581519
## [402,] 0.92381401
## [403,] 1.19715302
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## [411,] 0.72553713
## [412,] 0.38396498
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## [414,] 0.50722501
## [415,] 0.85073995
## [416,] 0.49004145
## [417,] 0.81207511
## [418,] 0.77613935
## [419,] 1.10161475
## [420,] 1.92629578
## [421,] 0.54991283
## [422,] 0.69324586
## [423,] 1.02516573
## [424,] 0.57662815
## [425,] 1.15735559
## [426,] 3.30357669
## [427,] 0.44049512
## [428,] 1.73487792
## [429,] 0.48304777
## [430,] 0.44648815
## [431,] 1.88648204
## [432,] 0.33902706
## [433,] 0.26677975
## [434,] 0.85957006
## [435,] 1.37483287
## [436,] 0.61425461
## [437,] 0.55195804
## [438,] 0.94951000
## [439,] 1.96457653
## [440,] 0.47110664
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## [936,] 3.33008904
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## [938,] 0.24790881
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## [944,] 1.56464203
## [945,] 1.36237716
## [946,] 0.55930329
## [947,] 0.49265526
## [948,] 0.91575872
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## [950,] 0.16762243
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## [952,] 0.37858381
## [953,] 0.66770530
## [954,] 0.63358817
## [955,] 1.12332982
## [956,] 0.25559664
## [957,] 0.27332033
## [958,] 0.67868866
## [959,] 1.42452073
## [960,] 1.89817644
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## [962,] 0.35370584
## [963,] 0.45544570
## [964,] 0.52557540
## [965,] 0.76299180
## [966,] 0.61677357
## [967,] 0.53849897
## [968,] 0.92541451
## [969,] 0.54475458
## [970,] 4.72108715
## [971,] 0.07647772
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## [976,] 0.55256827
## [977,] 0.32950991
## [978,] 0.93516865
## [979,] 0.31030839
## [980,] 5.19052685
## [981,] 0.51085514
## [982,] 0.79658487
## [983,] 1.07884023
## [984,] 1.92304349
## [985,] 0.37655864
## [986,] 1.90004410
## [987,] 1.20227125
## [988,] 0.72543641
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## [990,] 0.35293633
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## [992,] 0.14552727
## [993,] 4.42830139
## [994,] 1.42838010
## [995,] 0.40364733
## [996,] 4.53999968
## [997,] 0.47589921
## [998,] 1.48621861
## [999,] 0.16744286
##
## $model.matrix
## (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1 1 1 0
## 2 1 1 0
## 3 1 1 0
## 4 1 -1 -1
## 5 1 1 0
## 6 1 1 0
## 7 1 -1 -1
## 8 1 -1 -1
## 9 1 -1 -1
## 10 1 -1 -1
## 11 1 1 0
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## 14 1 -1 -1
## 15 1 -1 -1
## 16 1 -1 -1
## 17 1 1 0
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## 19 1 -1 -1
## 20 1 1 0
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## 22 1 -1 -1
## 23 1 -1 -1
## 24 1 -1 -1
## 25 1 1 0
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## 27 1 -1 -1
## 28 1 -1 -1
## 29 1 1 0
## 30 1 -1 -1
## 31 1 -1 -1
## 32 1 -1 -1
## 33 1 -1 -1
## 34 1 1 0
## 35 1 0 1
## 36 1 -1 -1
## 37 1 0 1
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## 39 1 -1 -1
## 40 1 -1 -1
## 41 1 -1 -1
## 42 1 -1 -1
## 43 1 -1 -1
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## 45 1 -1 -1
## 46 1 1 0
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## 53 1 -1 -1
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## 76 1 -1 -1
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## 112 1 -1 -1
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## 115 1 -1 -1
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## 119 1 -1 -1
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## 122 1 -1 -1
## 123 1 -1 -1
## 124 1 1 0
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## 126 1 -1 -1
## 127 1 -1 -1
## 128 1 -1 -1
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##
## $terms
## sci_comm_orient ~ demo$parents_grad_college
## attr(,"variables")
## list(sci_comm_orient, demo$parents_grad_college)
## attr(,"factors")
## demo$parents_grad_college
## sci_comm_orient 0
## demo$parents_grad_college 1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to major.
Conclusion
Ultimately, what we can understand from all of this is that a
student’s First Generation Student status does not have a significant
impact on the the differences in answers in our questions.
In summary, let’s take a look at the running list we are making of
which questions were significant and not according to demographics:
